Random_Forest_Lab
Alexander Williams
11/10/2022
# setwd("C:/Users/Student/OneDrive/DS-3001/")
df <- read.csv("SpotifyFeatures.csv")
table(df$genre)##
## A Capella Alternative Anime Blues
## 119 9263 8936 9023
## Children's Music Children’s Music Classical Comedy
## 5403 9353 9256 9681
## Country Dance Electronic Folk
## 8664 8701 9377 9299
## Hip-Hop Indie Jazz Movie
## 9295 9543 9441 7806
## Opera Pop R&B Rap
## 8280 9386 8992 9232
## Reggae Reggaeton Rock Ska
## 8771 8927 9272 8874
## Soul Soundtrack World
## 9089 9646 9096df2 <-unique(df)
#art_freq <- as.data.frame(table(df2$artist_name))
#df3 <- df2[df2$artist_name == 'Drake',]
#final_pop <- df3[-c(1, 2, 3, 4)]
final_pop <- df2[-c(1, 2, 3, 4)]Finish any other data prep (one-hot encode, reduce factor levels)
factor_cols <- c(7, 10, 13)
final_pop[,factor_cols] <- lapply(final_pop[,factor_cols], as_factor)
final_pop$duration_ms <- as.numeric(final_pop$duration_ms)
final_pop$popularity <- as.numeric(final_pop$popularity)
correlationMatrix <- cor(final_pop[, sapply(final_pop, is.numeric)], use = "complete.obs", method="pearson")
corrplot(correlationMatrix, method = 'number')
Create test and training sets
sample_rows = 1:nrow(final_pop)
# sample() is a randomized function, use set.seed() to make your results reproducible.
set.seed(1984) #sample(x, size, replace = FALSE, prob = NULL)
test_rows = sample(sample_rows,
dim(final_pop)[1]*.10, #start with 10% of our dataset, could do 20%
# but random forest does require more training data because of the
# sampling so 90% might be a better approach with this small of a dataset
replace = FALSE)# We don't want duplicate samples
pop_train = final_pop[-test_rows,]
pop_test = final_pop[test_rows,]Calculate the initial mtry level
dim(pop_train)## [1] 209453 14mytry_tune <- function(x){
xx <- dim(x)[2]-1
sqrt(xx)
}
mytry_tune(final_pop)## [1] 3.605551Run the initial RF model with 1000 trees
pop_RF = randomForest(as.numeric(popularity)~., #<- Formula: response variable ~ predictors.
# The period means 'use all other variables in the data'.
pop_train, #<- A data frame with the variables to be used.
#y = NULL, #<- A response vector. This is unnecessary because we're specifying a response formula.
#subset = NULL, #<- This is unnecessary because we're using all the rows in the training data set.
#xtest = NULL, #<- This is already defined in the formula by the ".".
#ytest = NULL, #<- This is already defined in the formula by "PREGNANT".
ntree = 1000, #<- Number of trees to grow. This should not be set to too small a number, to ensure that every input row gets classified at least a few times.
mtry = 4, #<- Number of variables randomly sampled as candidates at each split. Default number for classification is sqrt(# of variables). Default number for regression is (# of variables / 3).
replace = TRUE, #<- Should sampled data points be replaced.
#classwt = NULL, #<- Priors of the classes. Use this if you want to specify what proportion of the data SHOULD be in each class. This is relevant if your sample data is not completely representative of the actual population
#strata = NULL, #<- Not necessary for our purpose here.
sampsize = 100, #<- Size of sample to draw each time.
nodesize = 5, #<- Minimum numbers of data points in terminal nodes.
#maxnodes = NULL, #<- Limits the number of maximum splits.
importance = TRUE, #<- Should importance of predictors be assessed?
#localImp = FALSE, #<- Should casewise importance measure be computed? (Setting this to TRUE will override importance.)
proximity = FALSE, #<- Should a proximity measure between rows be calculated?
norm.votes = TRUE, #<- If TRUE (default), the final result of votes are expressed as fractions. If FALSE, raw vote counts are returned (useful for combining results from different runs).
do.trace = TRUE, #<- If set to TRUE, give a more verbose output as randomForest is run.
keep.forest = TRUE, #<- If set to FALSE, the forest will not be retained in the output object. If xtest is given, defaults to FALSE.
keep.inbag = TRUE) #<- Should an n by ntree matrix be returned that keeps track of which samples are in-bag in which trees? ## | Out-of-bag |
## Tree | MSE %Var(y) |
## 1 | 498.1 150.46 |
## 2 | 366.1 110.58 |
## 3 | 332.1 100.31 |
## 4 | 305.8 92.37 |
## 5 | 299.2 90.38 |
## 6 | 286.3 86.47 |
## 7 | 276.7 83.58 |
## 8 | 271.7 82.06 |
## 9 | 265.8 80.27 |
## 10 | 263.9 79.71 |
## 11 | 263.1 79.47 |
## 12 | 258.5 78.07 |
## 13 | 256.6 77.52 |
## 14 | 257.2 77.67 |
## 15 | 255.4 77.15 |
## 16 | 255.2 77.07 |
## 17 | 253.7 76.62 |
## 18 | 252.7 76.33 |
## 19 | 251.6 75.99 |
## 20 | 250 75.51 |
## 21 | 250.3 75.59 |
## 22 | 249.5 75.36 |
## 23 | 248 74.91 |
## 24 | 247.3 74.70 |
## 25 | 247.4 74.73 |
## 26 | 246.8 74.53 |
## 27 | 246.4 74.42 |
## 28 | 246.1 74.33 |
## 29 | 245.7 74.20 |
## 30 | 246 74.31 |
## 31 | 245.6 74.20 |
## 32 | 244.9 73.98 |
## 33 | 244.8 73.95 |
## 34 | 244.7 73.90 |
## 35 | 244.9 73.97 |
## 36 | 244.6 73.88 |
## 37 | 244.2 73.76 |
## 38 | 243.9 73.66 |
## 39 | 243.9 73.67 |
## 40 | 244.2 73.76 |
## 41 | 243.9 73.66 |
## 42 | 243.9 73.68 |
## 43 | 243.8 73.63 |
## 44 | 243.9 73.67 |
## 45 | 243.4 73.51 |
## 46 | 243.2 73.47 |
## 47 | 243.5 73.56 |
## 48 | 243.6 73.57 |
## 49 | 243.3 73.50 |
## 50 | 243.5 73.55 |
## 51 | 243.6 73.58 |
## 52 | 243.5 73.55 |
## 53 | 243.4 73.52 |
## 54 | 243.6 73.57 |
## 55 | 243.5 73.55 |
## 56 | 243.1 73.42 |
## 57 | 242.9 73.37 |
## 58 | 242.7 73.31 |
## 59 | 242.9 73.36 |
## 60 | 242.8 73.33 |
## 61 | 242.8 73.34 |
## 62 | 242.8 73.34 |
## 63 | 242.7 73.29 |
## 64 | 242.7 73.32 |
## 65 | 242.6 73.28 |
## 66 | 242.5 73.24 |
## 67 | 242.6 73.28 |
## 68 | 242.4 73.23 |
## 69 | 242.3 73.18 |
## 70 | 242.4 73.21 |
## 71 | 241.9 73.07 |
## 72 | 241.6 72.97 |
## 73 | 241.4 72.93 |
## 74 | 241.3 72.89 |
## 75 | 241.4 72.91 |
## 76 | 241.5 72.94 |
## 77 | 241.5 72.93 |
## 78 | 241.6 72.98 |
## 79 | 241.3 72.87 |
## 80 | 241.4 72.92 |
## 81 | 241.3 72.88 |
## 82 | 241.2 72.85 |
## 83 | 241.2 72.86 |
## 84 | 241.2 72.87 |
## 85 | 241 72.81 |
## 86 | 240.8 72.74 |
## 87 | 240.8 72.72 |
## 88 | 240.7 72.71 |
## 89 | 240.4 72.62 |
## 90 | 240.5 72.63 |
## 91 | 240.5 72.64 |
## 92 | 240.3 72.58 |
## 93 | 240.3 72.59 |
## 94 | 240.2 72.56 |
## 95 | 240.1 72.52 |
## 96 | 240.1 72.51 |
## 97 | 240.1 72.51 |
## 98 | 239.9 72.46 |
## 99 | 239.9 72.46 |
## 100 | 239.8 72.43 |
## 101 | 239.8 72.45 |
## 102 | 240 72.48 |
## 103 | 240 72.48 |
## 104 | 239.9 72.48 |
## 105 | 239.9 72.46 |
## 106 | 239.9 72.46 |
## 107 | 239.9 72.46 |
## 108 | 240 72.49 |
## 109 | 239.9 72.46 |
## 110 | 239.8 72.42 |
## 111 | 239.9 72.46 |
## 112 | 239.8 72.42 |
## 113 | 239.9 72.47 |
## 114 | 239.7 72.41 |
## 115 | 239.8 72.43 |
## 116 | 239.8 72.43 |
## 117 | 239.9 72.46 |
## 118 | 239.7 72.40 |
## 119 | 239.7 72.41 |
## 120 | 239.8 72.44 |
## 121 | 239.7 72.39 |
## 122 | 239.6 72.36 |
## 123 | 239.5 72.33 |
## 124 | 239.3 72.29 |
## 125 | 239.3 72.27 |
## 126 | 239.3 72.27 |
## 127 | 239.4 72.32 |
## 128 | 239.4 72.30 |
## 129 | 239.2 72.26 |
## 130 | 239.3 72.28 |
## 131 | 239.3 72.27 |
## 132 | 239.4 72.31 |
## 133 | 239.4 72.33 |
## 134 | 239.5 72.36 |
## 135 | 239.5 72.33 |
## 136 | 239.3 72.28 |
## 137 | 239.3 72.29 |
## 138 | 239.3 72.29 |
## 139 | 239.4 72.30 |
## 140 | 239.4 72.32 |
## 141 | 239.6 72.36 |
## 142 | 239.6 72.37 |
## 143 | 239.5 72.35 |
## 144 | 239.5 72.35 |
## 145 | 239.6 72.36 |
## 146 | 239.4 72.32 |
## 147 | 239.4 72.32 |
## 148 | 239.4 72.32 |
## 149 | 239.4 72.31 |
## 150 | 239.3 72.28 |
## 151 | 239.4 72.31 |
## 152 | 239.5 72.33 |
## 153 | 239.3 72.29 |
## 154 | 239.3 72.28 |
## 155 | 239.2 72.26 |
## 156 | 239.1 72.23 |
## 157 | 239.1 72.23 |
## 158 | 239.1 72.21 |
## 159 | 239.2 72.25 |
## 160 | 239.1 72.22 |
## 161 | 239.1 72.23 |
## 162 | 239.2 72.25 |
## 163 | 239 72.19 |
## 164 | 238.9 72.17 |
## 165 | 238.8 72.14 |
## 166 | 238.9 72.17 |
## 167 | 239 72.19 |
## 168 | 239.1 72.22 |
## 169 | 239.1 72.23 |
## 170 | 239.1 72.21 |
## 171 | 239 72.20 |
## 172 | 239 72.19 |
## 173 | 239 72.20 |
## 174 | 239.1 72.22 |
## 175 | 239 72.20 |
## 176 | 239.1 72.22 |
## 177 | 239 72.19 |
## 178 | 239 72.18 |
## 179 | 239 72.18 |
## 180 | 238.9 72.17 |
## 181 | 239.1 72.21 |
## 182 | 239.1 72.22 |
## 183 | 239.1 72.22 |
## 184 | 239.2 72.24 |
## 185 | 239.2 72.24 |
## 186 | 239.2 72.25 |
## 187 | 239.2 72.25 |
## 188 | 239.2 72.24 |
## 189 | 239.2 72.26 |
## 190 | 239.3 72.27 |
## 191 | 239.4 72.31 |
## 192 | 239.4 72.33 |
## 193 | 239.4 72.32 |
## 194 | 239.4 72.30 |
## 195 | 239.3 72.29 |
## 196 | 239.4 72.30 |
## 197 | 239.3 72.29 |
## 198 | 239.3 72.27 |
## 199 | 239.4 72.30 |
## 200 | 239.3 72.29 |
## 201 | 239.2 72.26 |
## 202 | 239.2 72.26 |
## 203 | 239.2 72.25 |
## 204 | 239.2 72.26 |
## 205 | 239.3 72.27 |
## 206 | 239.2 72.26 |
## 207 | 239.3 72.28 |
## 208 | 239.4 72.30 |
## 209 | 239.3 72.28 |
## 210 | 239.4 72.31 |
## 211 | 239.4 72.32 |
## 212 | 239.5 72.34 |
## 213 | 239.6 72.37 |
## 214 | 239.6 72.37 |
## 215 | 239.6 72.37 |
## 216 | 239.7 72.39 |
## 217 | 239.6 72.36 |
## 218 | 239.6 72.37 |
## 219 | 239.6 72.38 |
## 220 | 239.5 72.33 |
## 221 | 239.6 72.36 |
## 222 | 239.6 72.36 |
## 223 | 239.7 72.39 |
## 224 | 239.7 72.40 |
## 225 | 239.7 72.42 |
## 226 | 239.8 72.42 |
## 227 | 239.7 72.41 |
## 228 | 239.7 72.41 |
## 229 | 239.8 72.42 |
## 230 | 239.8 72.42 |
## 231 | 239.8 72.42 |
## 232 | 239.7 72.40 |
## 233 | 239.6 72.38 |
## 234 | 239.7 72.39 |
## 235 | 239.6 72.38 |
## 236 | 239.6 72.36 |
## 237 | 239.6 72.37 |
## 238 | 239.6 72.38 |
## 239 | 239.7 72.39 |
## 240 | 239.7 72.39 |
## 241 | 239.6 72.39 |
## 242 | 239.7 72.40 |
## 243 | 239.7 72.39 |
## 244 | 239.6 72.38 |
## 245 | 239.7 72.39 |
## 246 | 239.7 72.40 |
## 247 | 239.6 72.38 |
## 248 | 239.6 72.37 |
## 249 | 239.6 72.36 |
## 250 | 239.5 72.35 |
## 251 | 239.5 72.34 |
## 252 | 239.6 72.36 |
## 253 | 239.5 72.35 |
## 254 | 239.4 72.31 |
## 255 | 239.4 72.31 |
## 256 | 239.4 72.30 |
## 257 | 239.4 72.30 |
## 258 | 239.4 72.32 |
## 259 | 239.4 72.31 |
## 260 | 239.3 72.29 |
## 261 | 239.4 72.30 |
## 262 | 239.3 72.27 |
## 263 | 239.2 72.27 |
## 264 | 239.3 72.27 |
## 265 | 239.2 72.25 |
## 266 | 239.2 72.25 |
## 267 | 239.2 72.25 |
## 268 | 239.2 72.24 |
## 269 | 239.2 72.26 |
## 270 | 239.3 72.29 |
## 271 | 239.3 72.27 |
## 272 | 239.3 72.28 |
## 273 | 239.4 72.30 |
## 274 | 239.4 72.31 |
## 275 | 239.4 72.30 |
## 276 | 239.3 72.28 |
## 277 | 239.3 72.27 |
## 278 | 239.2 72.26 |
## 279 | 239.2 72.25 |
## 280 | 239.2 72.24 |
## 281 | 239.2 72.26 |
## 282 | 239.3 72.27 |
## 283 | 239.4 72.31 |
## 284 | 239.4 72.31 |
## 285 | 239.3 72.29 |
## 286 | 239.3 72.29 |
## 287 | 239.3 72.28 |
## 288 | 239.2 72.26 |
## 289 | 239.2 72.25 |
## 290 | 239.2 72.24 |
## 291 | 239.1 72.23 |
## 292 | 239.1 72.22 |
## 293 | 239.1 72.23 |
## 294 | 239.1 72.23 |
## 295 | 239.2 72.25 |
## 296 | 239.2 72.26 |
## 297 | 239.2 72.26 |
## 298 | 239.3 72.28 |
## 299 | 239.3 72.28 |
## 300 | 239.3 72.29 |
## 301 | 239.4 72.30 |
## 302 | 239.3 72.29 |
## 303 | 239.4 72.30 |
## 304 | 239.4 72.31 |
## 305 | 239.4 72.31 |
## 306 | 239.4 72.31 |
## 307 | 239.5 72.34 |
## 308 | 239.5 72.35 |
## 309 | 239.6 72.37 |
## 310 | 239.6 72.37 |
## 311 | 239.7 72.39 |
## 312 | 239.7 72.40 |
## 313 | 239.7 72.41 |
## 314 | 239.7 72.39 |
## 315 | 239.6 72.38 |
## 316 | 239.7 72.40 |
## 317 | 239.7 72.41 |
## 318 | 239.7 72.40 |
## 319 | 239.7 72.40 |
## 320 | 239.7 72.41 |
## 321 | 239.7 72.40 |
## 322 | 239.7 72.40 |
## 323 | 239.7 72.41 |
## 324 | 239.7 72.41 |
## 325 | 239.8 72.42 |
## 326 | 239.7 72.41 |
## 327 | 239.7 72.40 |
## 328 | 239.7 72.40 |
## 329 | 239.6 72.38 |
## 330 | 239.7 72.39 |
## 331 | 239.7 72.41 |
## 332 | 239.7 72.39 |
## 333 | 239.6 72.37 |
## 334 | 239.6 72.36 |
## 335 | 239.5 72.34 |
## 336 | 239.5 72.34 |
## 337 | 239.4 72.32 |
## 338 | 239.4 72.31 |
## 339 | 239.4 72.31 |
## 340 | 239.4 72.30 |
## 341 | 239.4 72.31 |
## 342 | 239.4 72.31 |
## 343 | 239.4 72.31 |
## 344 | 239.4 72.31 |
## 345 | 239.4 72.31 |
## 346 | 239.4 72.32 |
## 347 | 239.4 72.32 |
## 348 | 239.4 72.32 |
## 349 | 239.4 72.31 |
## 350 | 239.4 72.31 |
## 351 | 239.4 72.31 |
## 352 | 239.4 72.30 |
## 353 | 239.3 72.28 |
## 354 | 239.2 72.26 |
## 355 | 239.2 72.26 |
## 356 | 239.3 72.27 |
## 357 | 239.3 72.27 |
## 358 | 239.3 72.29 |
## 359 | 239.4 72.31 |
## 360 | 239.4 72.30 |
## 361 | 239.4 72.31 |
## 362 | 239.4 72.30 |
## 363 | 239.4 72.30 |
## 364 | 239.4 72.32 |
## 365 | 239.5 72.34 |
## 366 | 239.5 72.33 |
## 367 | 239.4 72.32 |
## 368 | 239.4 72.32 |
## 369 | 239.4 72.31 |
## 370 | 239.5 72.33 |
## 371 | 239.5 72.35 |
## 372 | 239.5 72.35 |
## 373 | 239.5 72.33 |
## 374 | 239.5 72.33 |
## 375 | 239.5 72.34 |
## 376 | 239.5 72.34 |
## 377 | 239.5 72.34 |
## 378 | 239.5 72.34 |
## 379 | 239.4 72.32 |
## 380 | 239.4 72.31 |
## 381 | 239.5 72.33 |
## 382 | 239.5 72.34 |
## 383 | 239.5 72.33 |
## 384 | 239.5 72.33 |
## 385 | 239.5 72.33 |
## 386 | 239.4 72.32 |
## 387 | 239.5 72.33 |
## 388 | 239.5 72.33 |
## 389 | 239.4 72.32 |
## 390 | 239.4 72.32 |
## 391 | 239.4 72.32 |
## 392 | 239.5 72.33 |
## 393 | 239.5 72.33 |
## 394 | 239.5 72.34 |
## 395 | 239.5 72.36 |
## 396 | 239.6 72.37 |
## 397 | 239.6 72.37 |
## 398 | 239.6 72.38 |
## 399 | 239.6 72.37 |
## 400 | 239.6 72.38 |
## 401 | 239.6 72.37 |
## 402 | 239.5 72.36 |
## 403 | 239.6 72.37 |
## 404 | 239.7 72.40 |
## 405 | 239.7 72.41 |
## 406 | 239.7 72.40 |
## 407 | 239.7 72.39 |
## 408 | 239.7 72.40 |
## 409 | 239.7 72.40 |
## 410 | 239.6 72.38 |
## 411 | 239.6 72.37 |
## 412 | 239.6 72.38 |
## 413 | 239.6 72.38 |
## 414 | 239.6 72.38 |
## 415 | 239.6 72.38 |
## 416 | 239.7 72.40 |
## 417 | 239.7 72.39 |
## 418 | 239.7 72.40 |
## 419 | 239.7 72.41 |
## 420 | 239.7 72.39 |
## 421 | 239.7 72.39 |
## 422 | 239.7 72.40 |
## 423 | 239.7 72.40 |
## 424 | 239.7 72.40 |
## 425 | 239.7 72.41 |
## 426 | 239.8 72.43 |
## 427 | 239.8 72.43 |
## 428 | 239.8 72.43 |
## 429 | 239.8 72.44 |
## 430 | 239.9 72.45 |
## 431 | 239.9 72.45 |
## 432 | 239.8 72.44 |
## 433 | 239.9 72.45 |
## 434 | 239.9 72.47 |
## 435 | 239.9 72.47 |
## 436 | 240 72.48 |
## 437 | 240 72.49 |
## 438 | 240 72.48 |
## 439 | 239.9 72.47 |
## 440 | 239.9 72.47 |
## 441 | 239.9 72.46 |
## 442 | 239.9 72.47 |
## 443 | 239.9 72.47 |
## 444 | 239.9 72.46 |
## 445 | 239.9 72.46 |
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## 447 | 239.9 72.45 |
## 448 | 239.9 72.45 |
## 449 | 239.9 72.45 |
## 450 | 239.8 72.44 |
## 451 | 239.8 72.43 |
## 452 | 239.8 72.42 |
## 453 | 239.8 72.44 |
## 454 | 239.9 72.45 |
## 455 | 239.9 72.46 |
## 456 | 239.9 72.46 |
## 457 | 239.9 72.47 |
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## 460 | 239.9 72.47 |
## 461 | 240 72.48 |
## 462 | 239.9 72.47 |
## 463 | 239.9 72.47 |
## 464 | 239.9 72.46 |
## 465 | 239.9 72.46 |
## 466 | 239.9 72.46 |
## 467 | 240 72.48 |
## 468 | 239.9 72.47 |
## 469 | 239.9 72.45 |
## 470 | 239.9 72.46 |
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## 483 | 239.9 72.48 |
## 484 | 240 72.49 |
## 485 | 240 72.48 |
## 486 | 240 72.48 |
## 487 | 239.9 72.47 |
## 488 | 239.9 72.47 |
## 489 | 239.9 72.47 |
## 490 | 239.9 72.46 |
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## 494 | 239.9 72.45 |
## 495 | 239.8 72.44 |
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## 501 | 239.9 72.45 |
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## 507 | 239.8 72.44 |
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## 510 | 239.8 72.44 |
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## 512 | 239.8 72.44 |
## 513 | 239.8 72.44 |
## 514 | 239.8 72.43 |
## 515 | 239.8 72.44 |
## 516 | 239.8 72.42 |
## 517 | 239.8 72.42 |
## 518 | 239.8 72.43 |
## 519 | 239.8 72.42 |
## 520 | 239.8 72.42 |
## 521 | 239.7 72.41 |
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## 545 | 239.8 72.43 |
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## 576 | 239.8 72.42 |
## 577 | 239.8 72.43 |
## 578 | 239.8 72.44 |
## 579 | 239.8 72.44 |
## 580 | 239.8 72.43 |
## 581 | 239.8 72.42 |
## 582 | 239.8 72.43 |
## 583 | 239.8 72.43 |
## 584 | 239.8 72.43 |
## 585 | 239.8 72.42 |
## 586 | 239.8 72.42 |
## 587 | 239.7 72.41 |
## 588 | 239.7 72.41 |
## 589 | 239.7 72.41 |
## 590 | 239.7 72.40 |
## 591 | 239.7 72.39 |
## 592 | 239.7 72.39 |
## 593 | 239.7 72.39 |
## 594 | 239.7 72.39 |
## 595 | 239.6 72.39 |
## 596 | 239.6 72.37 |
## 597 | 239.6 72.38 |
## 598 | 239.6 72.38 |
## 599 | 239.7 72.39 |
## 600 | 239.7 72.39 |
## 601 | 239.7 72.39 |
## 602 | 239.7 72.40 |
## 603 | 239.7 72.41 |
## 604 | 239.8 72.42 |
## 605 | 239.8 72.43 |
## 606 | 239.8 72.43 |
## 607 | 239.8 72.42 |
## 608 | 239.8 72.42 |
## 609 | 239.8 72.42 |
## 610 | 239.8 72.43 |
## 611 | 239.8 72.43 |
## 612 | 239.8 72.43 |
## 613 | 239.8 72.43 |
## 614 | 239.8 72.43 |
## 615 | 239.8 72.43 |
## 616 | 239.8 72.43 |
## 617 | 239.8 72.44 |
## 618 | 239.8 72.43 |
## 619 | 239.8 72.44 |
## 620 | 239.9 72.45 |
## 621 | 239.9 72.45 |
## 622 | 239.9 72.46 |
## 623 | 239.9 72.46 |
## 624 | 239.9 72.46 |
## 625 | 239.9 72.47 |
## 626 | 239.9 72.46 |
## 627 | 239.9 72.46 |
## 628 | 239.9 72.48 |
## 629 | 239.9 72.47 |
## 630 | 239.9 72.46 |
## 631 | 239.9 72.46 |
## 632 | 239.9 72.46 |
## 633 | 239.9 72.46 |
## 634 | 239.9 72.47 |
## 635 | 239.9 72.46 |
## 636 | 239.9 72.46 |
## 637 | 239.9 72.46 |
## 638 | 239.9 72.45 |
## 639 | 239.9 72.45 |
## 640 | 239.9 72.45 |
## 641 | 239.8 72.45 |
## 642 | 239.9 72.45 |
## 643 | 239.9 72.47 |
## 644 | 239.9 72.47 |
## 645 | 239.9 72.46 |
## 646 | 239.9 72.47 |
## 647 | 239.9 72.47 |
## 648 | 239.9 72.47 |
## 649 | 239.9 72.45 |
## 650 | 239.8 72.44 |
## 651 | 239.9 72.46 |
## 652 | 239.9 72.47 |
## 653 | 239.9 72.47 |
## 654 | 239.9 72.47 |
## 655 | 239.9 72.47 |
## 656 | 239.9 72.46 |
## 657 | 239.9 72.45 |
## 658 | 239.9 72.45 |
## 659 | 239.9 72.46 |
## 660 | 239.9 72.46 |
## 661 | 239.9 72.45 |
## 662 | 239.9 72.45 |
## 663 | 239.8 72.44 |
## 664 | 239.8 72.44 |
## 665 | 239.8 72.44 |
## 666 | 239.9 72.46 |
## 667 | 239.9 72.46 |
## 668 | 239.9 72.46 |
## 669 | 239.9 72.45 |
## 670 | 239.8 72.44 |
## 671 | 239.8 72.45 |
## 672 | 239.9 72.46 |
## 673 | 239.9 72.45 |
## 674 | 239.9 72.45 |
## 675 | 239.9 72.45 |
## 676 | 239.9 72.45 |
## 677 | 239.9 72.45 |
## 678 | 239.8 72.45 |
## 679 | 239.8 72.44 |
## 680 | 239.8 72.45 |
## 681 | 239.8 72.44 |
## 682 | 239.8 72.44 |
## 683 | 239.8 72.44 |
## 684 | 239.8 72.43 |
## 685 | 239.8 72.43 |
## 686 | 239.8 72.44 |
## 687 | 239.8 72.44 |
## 688 | 239.8 72.43 |
## 689 | 239.8 72.42 |
## 690 | 239.8 72.42 |
## 691 | 239.8 72.43 |
## 692 | 239.8 72.44 |
## 693 | 239.8 72.44 |
## 694 | 239.8 72.43 |
## 695 | 239.8 72.44 |
## 696 | 239.8 72.44 |
## 697 | 239.8 72.44 |
## 698 | 239.8 72.44 |
## 699 | 239.9 72.45 |
## 700 | 239.9 72.45 |
## 701 | 239.9 72.45 |
## 702 | 239.8 72.44 |
## 703 | 239.8 72.44 |
## 704 | 239.8 72.43 |
## 705 | 239.8 72.44 |
## 706 | 239.8 72.43 |
## 707 | 239.8 72.43 |
## 708 | 239.8 72.44 |
## 709 | 239.8 72.44 |
## 710 | 239.8 72.43 |
## 711 | 239.8 72.43 |
## 712 | 239.8 72.43 |
## 713 | 239.8 72.44 |
## 714 | 239.8 72.44 |
## 715 | 239.8 72.44 |
## 716 | 239.8 72.43 |
## 717 | 239.8 72.43 |
## 718 | 239.8 72.43 |
## 719 | 239.8 72.43 |
## 720 | 239.8 72.44 |
## 721 | 239.8 72.43 |
## 722 | 239.8 72.42 |
## 723 | 239.8 72.42 |
## 724 | 239.7 72.41 |
## 725 | 239.8 72.42 |
## 726 | 239.8 72.42 |
## 727 | 239.8 72.42 |
## 728 | 239.8 72.42 |
## 729 | 239.8 72.42 |
## 730 | 239.7 72.41 |
## 731 | 239.7 72.42 |
## 732 | 239.7 72.41 |
## 733 | 239.8 72.42 |
## 734 | 239.7 72.41 |
## 735 | 239.7 72.41 |
## 736 | 239.7 72.40 |
## 737 | 239.7 72.40 |
## 738 | 239.7 72.41 |
## 739 | 239.7 72.39 |
## 740 | 239.7 72.39 |
## 741 | 239.7 72.40 |
## 742 | 239.7 72.40 |
## 743 | 239.7 72.40 |
## 744 | 239.7 72.41 |
## 745 | 239.7 72.41 |
## 746 | 239.7 72.40 |
## 747 | 239.7 72.39 |
## 748 | 239.7 72.40 |
## 749 | 239.6 72.38 |
## 750 | 239.7 72.39 |
## 751 | 239.7 72.39 |
## 752 | 239.7 72.39 |
## 753 | 239.7 72.39 |
## 754 | 239.7 72.39 |
## 755 | 239.7 72.40 |
## 756 | 239.7 72.41 |
## 757 | 239.7 72.41 |
## 758 | 239.7 72.41 |
## 759 | 239.8 72.42 |
## 760 | 239.7 72.41 |
## 761 | 239.7 72.41 |
## 762 | 239.7 72.41 |
## 763 | 239.7 72.41 |
## 764 | 239.7 72.41 |
## 765 | 239.7 72.42 |
## 766 | 239.7 72.40 |
## 767 | 239.7 72.40 |
## 768 | 239.7 72.39 |
## 769 | 239.7 72.39 |
## 770 | 239.7 72.40 |
## 771 | 239.7 72.39 |
## 772 | 239.6 72.38 |
## 773 | 239.6 72.38 |
## 774 | 239.6 72.38 |
## 775 | 239.6 72.38 |
## 776 | 239.6 72.38 |
## 777 | 239.6 72.38 |
## 778 | 239.6 72.37 |
## 779 | 239.6 72.38 |
## 780 | 239.6 72.38 |
## 781 | 239.6 72.38 |
## 782 | 239.6 72.38 |
## 783 | 239.6 72.39 |
## 784 | 239.6 72.38 |
## 785 | 239.6 72.37 |
## 786 | 239.6 72.37 |
## 787 | 239.6 72.37 |
## 788 | 239.6 72.37 |
## 789 | 239.6 72.37 |
## 790 | 239.6 72.37 |
## 791 | 239.6 72.37 |
## 792 | 239.6 72.37 |
## 793 | 239.6 72.36 |
## 794 | 239.6 72.36 |
## 795 | 239.6 72.36 |
## 796 | 239.6 72.36 |
## 797 | 239.5 72.35 |
## 798 | 239.5 72.34 |
## 799 | 239.5 72.34 |
## 800 | 239.5 72.34 |
## 801 | 239.5 72.34 |
## 802 | 239.5 72.33 |
## 803 | 239.5 72.33 |
## 804 | 239.5 72.33 |
## 805 | 239.5 72.33 |
## 806 | 239.5 72.34 |
## 807 | 239.5 72.34 |
## 808 | 239.5 72.34 |
## 809 | 239.5 72.33 |
## 810 | 239.5 72.34 |
## 811 | 239.5 72.33 |
## 812 | 239.5 72.33 |
## 813 | 239.5 72.33 |
## 814 | 239.4 72.32 |
## 815 | 239.4 72.32 |
## 816 | 239.5 72.33 |
## 817 | 239.5 72.33 |
## 818 | 239.4 72.32 |
## 819 | 239.4 72.32 |
## 820 | 239.4 72.32 |
## 821 | 239.4 72.31 |
## 822 | 239.4 72.31 |
## 823 | 239.4 72.31 |
## 824 | 239.4 72.30 |
## 825 | 239.4 72.30 |
## 826 | 239.3 72.29 |
## 827 | 239.4 72.30 |
## 828 | 239.3 72.29 |
## 829 | 239.3 72.29 |
## 830 | 239.3 72.29 |
## 831 | 239.3 72.29 |
## 832 | 239.3 72.29 |
## 833 | 239.3 72.28 |
## 834 | 239.3 72.28 |
## 835 | 239.3 72.27 |
## 836 | 239.3 72.27 |
## 837 | 239.2 72.26 |
## 838 | 239.2 72.26 |
## 839 | 239.2 72.26 |
## 840 | 239.2 72.26 |
## 841 | 239.2 72.26 |
## 842 | 239.2 72.26 |
## 843 | 239.2 72.26 |
## 844 | 239.2 72.25 |
## 845 | 239.2 72.25 |
## 846 | 239.2 72.24 |
## 847 | 239.2 72.24 |
## 848 | 239.2 72.24 |
## 849 | 239.1 72.23 |
## 850 | 239.1 72.23 |
## 851 | 239.2 72.24 |
## 852 | 239.2 72.24 |
## 853 | 239.1 72.23 |
## 854 | 239.2 72.24 |
## 855 | 239.2 72.24 |
## 856 | 239.2 72.24 |
## 857 | 239.2 72.24 |
## 858 | 239.2 72.24 |
## 859 | 239.2 72.24 |
## 860 | 239.2 72.24 |
## 861 | 239.2 72.24 |
## 862 | 239.2 72.24 |
## 863 | 239.2 72.24 |
## 864 | 239.2 72.24 |
## 865 | 239.2 72.24 |
## 866 | 239.1 72.23 |
## 867 | 239.1 72.23 |
## 868 | 239.1 72.22 |
## 869 | 239.1 72.23 |
## 870 | 239.1 72.23 |
## 871 | 239.1 72.23 |
## 872 | 239.1 72.24 |
## 873 | 239.2 72.24 |
## 874 | 239.2 72.24 |
## 875 | 239.1 72.23 |
## 876 | 239.1 72.23 |
## 877 | 239.1 72.23 |
## 878 | 239.2 72.24 |
## 879 | 239.2 72.24 |
## 880 | 239.2 72.24 |
## 881 | 239.2 72.25 |
## 882 | 239.2 72.24 |
## 883 | 239.2 72.24 |
## 884 | 239.2 72.24 |
## 885 | 239.2 72.24 |
## 886 | 239.1 72.23 |
## 887 | 239.1 72.23 |
## 888 | 239.1 72.23 |
## 889 | 239.1 72.22 |
## 890 | 239.1 72.22 |
## 891 | 239.1 72.22 |
## 892 | 239.1 72.23 |
## 893 | 239.1 72.23 |
## 894 | 239.1 72.23 |
## 895 | 239.1 72.23 |
## 896 | 239.1 72.23 |
## 897 | 239.2 72.24 |
## 898 | 239.2 72.24 |
## 899 | 239.2 72.24 |
## 900 | 239.2 72.24 |
## 901 | 239.2 72.25 |
## 902 | 239.2 72.25 |
## 903 | 239.2 72.25 |
## 904 | 239.2 72.25 |
## 905 | 239.2 72.25 |
## 906 | 239.2 72.25 |
## 907 | 239.2 72.24 |
## 908 | 239.2 72.24 |
## 909 | 239.1 72.23 |
## 910 | 239.1 72.23 |
## 911 | 239.1 72.23 |
## 912 | 239.1 72.23 |
## 913 | 239.1 72.23 |
## 914 | 239.1 72.23 |
## 915 | 239.1 72.23 |
## 916 | 239.1 72.22 |
## 917 | 239.1 72.22 |
## 918 | 239.1 72.22 |
## 919 | 239.1 72.21 |
## 920 | 239.1 72.21 |
## 921 | 239.1 72.22 |
## 922 | 239.1 72.22 |
## 923 | 239.1 72.23 |
## 924 | 239.1 72.23 |
## 925 | 239.1 72.23 |
## 926 | 239.1 72.23 |
## 927 | 239.1 72.23 |
## 928 | 239.1 72.23 |
## 929 | 239.1 72.22 |
## 930 | 239.1 72.23 |
## 931 | 239.1 72.23 |
## 932 | 239.1 72.23 |
## 933 | 239.1 72.23 |
## 934 | 239.1 72.23 |
## 935 | 239.1 72.23 |
## 936 | 239.2 72.24 |
## 937 | 239.2 72.24 |
## 938 | 239.2 72.24 |
## 939 | 239.1 72.23 |
## 940 | 239.1 72.23 |
## 941 | 239.1 72.23 |
## 942 | 239.2 72.24 |
## 943 | 239.2 72.24 |
## 944 | 239.2 72.24 |
## 945 | 239.1 72.23 |
## 946 | 239.1 72.22 |
## 947 | 239.1 72.22 |
## 948 | 239.1 72.22 |
## 949 | 239.1 72.22 |
## 950 | 239.1 72.21 |
## 951 | 239.1 72.22 |
## 952 | 239.1 72.22 |
## 953 | 239.1 72.22 |
## 954 | 239.1 72.23 |
## 955 | 239.1 72.23 |
## 956 | 239.1 72.23 |
## 957 | 239.1 72.23 |
## 958 | 239.1 72.23 |
## 959 | 239.1 72.22 |
## 960 | 239.1 72.22 |
## 961 | 239.1 72.22 |
## 962 | 239.1 72.22 |
## 963 | 239.1 72.22 |
## 964 | 239.1 72.22 |
## 965 | 239.1 72.22 |
## 966 | 239.1 72.22 |
## 967 | 239.1 72.22 |
## 968 | 239.1 72.22 |
## 969 | 239.1 72.22 |
## 970 | 239.1 72.23 |
## 971 | 239.1 72.23 |
## 972 | 239.1 72.23 |
## 973 | 239.1 72.22 |
## 974 | 239.1 72.22 |
## 975 | 239.1 72.22 |
## 976 | 239.1 72.22 |
## 977 | 239.1 72.22 |
## 978 | 239.1 72.21 |
## 979 | 239.1 72.21 |
## 980 | 239.1 72.21 |
## 981 | 239.1 72.21 |
## 982 | 239.1 72.21 |
## 983 | 239.1 72.21 |
## 984 | 239.1 72.21 |
## 985 | 239.1 72.21 |
## 986 | 239.1 72.21 |
## 987 | 239.1 72.21 |
## 988 | 239.1 72.21 |
## 989 | 239.1 72.21 |
## 990 | 239.1 72.21 |
## 991 | 239 72.20 |
## 992 | 239 72.20 |
## 993 | 239 72.20 |
## 994 | 239 72.20 |
## 995 | 239 72.20 |
## 996 | 239 72.20 |
## 997 | 239 72.20 |
## 998 | 239 72.19 |
## 999 | 239 72.19 |
## 1000 | 239 72.19 |#==================================================================================
#### Random forest output ####
# Calculate the RMSE
sqrt(pop_RF$mse[length(pop_RF$mse)])## [1] 15.4595# The "predicted" argument contains a vector of predictions for each
# data point.
as.data.frame(pop_RF$predicted)## pop_RF$predicted
## 1 34.67064
## 2 42.81718
## 3 31.44826
## 4 37.08677
## 5 24.38450
## 6 32.38774
## 7 39.61924
## 8 39.36617
## 9 47.32925
## 10 41.80318
## 11 29.28222
## 12 32.35883
## 13 47.80965
## 14 31.89263
## 15 29.19882
## 16 32.14890
## 17 31.00622
## 18 41.51845
## 19 44.62968
## 20 48.30445
## 21 41.18572
## 22 41.71563
## 23 39.60464
## 24 32.15645
## 25 43.22125
## 26 28.55773
## 27 46.99363
## 28 36.13585
## 29 30.42890
## 30 42.29467
## 31 44.53170
## 32 29.31971
## 33 30.70998
## 34 31.99785
## 35 41.05518
## 36 36.76093
## 37 49.78075
## 38 39.70494
## 39 29.01297
## 40 37.33515
## 42 28.75349
## 43 28.18772
## 44 36.51198
## 45 38.43065
## 46 35.84293
## 47 46.50655
## 49 41.65879
## 50 35.17183
## 51 31.52527
## 52 35.01907
## 53 28.27907
## 54 38.32169
## 55 22.88817
## 56 25.76938
## 57 29.27420
## 58 31.42850
## 59 27.79207
## 61 26.91860
## 63 27.00322
## 64 39.51780
## 65 38.00262
## 66 45.13122
## 68 31.32918
## 69 34.12217
## 70 36.43615
## 71 28.04758
## 72 35.40977
## 73 25.52642
## 74 32.17085
## 75 31.01498
## 77 31.08262
## 78 34.81590
## 80 28.92130
## 81 45.92356
## 82 33.53832
## 83 32.99459
## 84 29.84237
## 85 36.04850
## 86 34.93158
## 87 37.31143
## 88 40.40182
## 89 42.35324
## 90 45.26855
## 92 40.19078
## 93 47.27050
## 94 32.54597
## 95 42.45165
## 96 39.29803
## 97 35.76750
## 99 27.91428
## 100 47.97434
## 101 42.44506
## 102 28.06575
## 103 26.99498
## 104 44.61133
## 105 36.32536
## 106 38.32807
## 107 30.85378
## 108 45.42853
## 109 37.16256
## 110 39.80832
## 111 41.15920
## 112 41.48513
## 113 40.81883
## 114 29.71495
## 116 40.81304
## 117 49.28767
## 118 32.78492
## 119 46.99245
## 120 28.90599
## 121 33.06793
## 122 34.36638
## 123 35.26508
## 124 38.45548
## 125 41.66680
## 126 31.08612
## 127 37.84720
## 128 48.68737
## 129 28.15155
## 130 35.15763
## 131 25.75852
## 132 33.78173
## 133 28.02100
## 134 27.88418
## 135 45.71493
## 136 48.66305
## 137 49.49422
## 138 49.91698
## 140 49.21300
## 141 41.46563
## 142 45.88945
## 143 34.52072
## 144 42.61268
## 145 46.33614
## 146 44.17694
## 147 48.52667
## 148 51.08093
## 149 52.80890
## 150 46.02410
## 152 45.69731
## 153 49.69340
## 154 40.92580
## 155 45.26305
## 156 47.64777
## 157 51.34591
## 158 50.24867
## 159 39.12785
## 160 45.72003
## 161 47.74683
## 162 49.00275
## 163 43.99263
## 164 45.62538
## 165 46.26988
## 166 50.00434
## 167 48.11472
## 168 47.61215
## 169 51.57353
## 170 50.88127
## 171 48.23092
## 173 46.69102
## 174 40.47148
## 176 46.09347
## 177 46.49144
## 178 46.77963
## 179 46.06044
## 180 41.23342
## 181 48.55237
## 182 50.12650
## 183 46.74145
## 184 47.72248
## 185 49.68635
## 186 49.36143
## 187 49.48350
## 188 43.75337
## 189 50.23428
## 190 44.53133
## 191 47.58795
## 192 38.12767
## 193 47.12793
## 194 47.89958
## 195 48.92534
## 196 48.70217
## 197 46.76822
## 198 49.42555
## 199 47.93953
## 203 47.18403
## 204 48.10140
## 205 49.72375
## 206 49.60977
## 207 50.47034
## 208 49.24852
## 209 45.98200
## 210 48.50803
## 211 42.95846
## 212 51.29085
## 213 45.29072
## 214 43.46402
## 215 51.53450
## 216 43.03692
## 217 52.41785
## 218 43.18955
## 219 49.85580
## 220 38.97495
## 221 51.23397
## 222 48.49648
## 223 40.43212
## 224 48.82868
## 225 47.60742
## 226 48.85528
## 227 47.85502
## 228 48.45985
## 229 44.64645
## 230 53.23417
## 231 50.44145
## 232 43.25362
## 233 50.84305
## 235 39.18063
## 236 38.48688
## 237 38.46892
## 238 46.52400
## 239 42.05768
## 241 51.12493
## 242 48.76912
## 244 46.35938
## 245 49.74693
## 246 48.98503
## 247 40.11892
## 248 48.81473
## 249 46.40398
## 250 48.59027
## 251 45.44891
## 252 49.31842
## 253 49.15463
## 254 50.25998
## 255 49.32581
## 256 47.49860
## 257 50.57099
## 258 48.60250
## 259 47.88420
## 260 52.12478
## 261 46.73697
## 262 48.30347
## 263 50.47022
## 264 48.12478
## 265 40.63856
## 266 33.32596
## 267 48.21672
## 268 48.30383
## 269 46.57162
## 270 52.41752
## 271 38.62315
## 272 47.06525
## 273 50.55281
## 274 49.44313
## 275 42.41388
## 276 44.80746
## 277 49.43173
## 278 39.32107
## 279 49.79997
## 280 38.93890
## 281 42.01222
## 282 26.86820
## 283 28.84500
## 284 27.28415
## 286 23.45973
## 287 39.90272
## 288 27.85470
## 290 46.39441
## 291 46.07513
## 294 28.17474
## 295 33.54407
## 296 26.97128
## 297 48.51417
## 298 27.26995
## 299 44.66697
## 300 46.70148
## 301 24.41456
## 302 28.70265
## 303 25.17933
## 304 38.36725
## 305 36.15317
## 306 41.01421
## 307 27.98594
## 308 35.49341
## 309 28.52114
## 310 42.18362
## 311 45.85985
## 312 26.86813
## 313 40.97727
## 314 45.24149
## 315 25.05843
## 317 35.16928
## 318 29.17968
## 319 33.98400
## 321 39.60843
## 322 39.83312
## 323 32.15300
## 324 38.04837
## 326 38.55853
## 327 35.57281
## 328 46.16883
## 329 32.51723
## 330 42.80806
## 331 43.11635
## 332 42.87319
## 333 27.37633
## 334 38.84676
## 335 26.76395
## 336 27.39527
## 337 31.23902
## 338 30.88387
## 339 28.51842
## 340 40.97692
## 341 34.89047
## 342 26.51270
## 343 30.85648
## 345 28.15347
## 346 46.76673
## 347 32.56713
## 349 44.76565
## 350 30.04505
## 351 40.20325
## 352 26.52119
## 353 46.48871
## 354 32.74593
## 356 28.85543
## 358 33.28573
## 359 34.83725
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## 110308 50.86597
## 110309 47.64920
## 110310 46.58735
## 110311 47.57765
## 110312 47.15327
## 110313 43.96365
## 110315 49.06798
## 110316 49.62478
## 110317 44.41393
## 110318 47.74368
## 110319 45.79618
## 110320 50.42231
## 110321 50.07413
## 110322 51.18783
## 110323 39.32431
## 110324 45.59608
## 110325 47.48167
## 110326 47.98847
## 110327 45.25645
## 110328 50.13158
## 110329 44.30944
## 110330 51.29147
## 110331 39.00020
## 110332 49.20660
## 110333 48.99263
## 110334 46.05953
## 110335 43.18115
## 110336 48.97160
## 110337 46.60944
## 110338 48.26242
## 110339 48.40565
## 110340 49.57700
## 110341 50.37473
## 110342 49.37317
## 110343 48.02797
## 110344 48.75422
## 110345 49.21445
## 110346 47.17500
## 110347 46.17992
## 110348 47.93727
## 110349 51.92592
## 110350 49.38968
## 110351 48.35327
## 110352 46.36712
## 110353 50.54798
## 110354 42.34817
## 110355 47.21253
## 110356 51.44520
## 110357 46.40398
## 110358 41.96253
## 110359 48.43053
## 110360 50.12650
## 110361 49.37815
## 110363 46.50888
## 110364 46.14145
## 110365 50.93952
## 110366 49.36235
## 110367 49.20850
## 110368 45.26355
## 110369 49.91164
## 110370 46.85423
## 110371 49.91805
## 110372 48.22948
## 110373 49.04070
## 110374 48.86127
## 110375 46.91970
## 110376 49.07942
## 110377 45.40060
## 110378 45.24145
## 110379 50.92000
## 110380 45.91133
## 110381 48.33427
## 110382 48.10337
## 110383 38.23582
## 110384 51.25320
## 110385 46.38826
## 110386 42.84606
## 110387 48.37238
## 110388 45.85287
## 110389 46.02333
## 110390 30.49887
## 110391 36.17408
## 110393 49.24858
## 110394 43.15473
## 110395 49.92233
## 110396 45.05757
## 110397 46.84537
## 110398 42.01195
## 110399 50.70030
## 110400 48.95569
## 110401 45.84334
## 110402 49.00617
## 110403 47.13830
## 110406 48.55070
## 110407 48.43765
## 110408 32.56777
## 110409 36.04525
## 110410 48.92648
## 110411 43.79512
## 110412 45.63963
## 110413 50.27185
## 110414 46.60272
## 110415 49.08424
## 110416 45.78867
## 110417 49.68397
## 110418 52.43643
## 110419 48.33635
## 110420 47.56528
## 110421 49.23553
## 110422 48.43913
## 110423 47.31515
## 110424 45.02833
## 110425 46.55113
## 110426 46.08287
## 110427 47.97155
## 110428 45.58931
## 110429 48.06622
## 110430 48.08168
## 110432 50.81535
## 110433 51.60137
## 110434 46.35855
## 110435 48.09293
## 110436 50.10503
## 110437 47.61648
## 110438 47.03828
## 110439 37.98303
## 110440 49.99162
## 110441 44.68065
## 110442 51.77204
## 110443 46.57170
## 110444 48.49786
## 110446 47.72238
## 110448 50.77514
## 110449 48.22968
## 110450 51.49022
## 110451 49.32457
## 110452 45.59888
## 110453 48.96097
## 110455 40.50913
## 110456 51.11910
## 110457 50.41263
## 110458 49.32838
## 110459 48.53505
## 110460 46.95965
## 110461 46.38973
## 110462 44.54668
## 110464 47.70896
## 110465 49.11533
## 110466 47.76280
## 110468 46.24720
## 110469 50.95622
## 110470 43.70188
## 110471 51.96709
## 110473 46.45477
## 110474 48.18902
## 110475 38.56207
## 110476 43.64810
## 110477 47.28776
## 110478 48.01603
## 110479 48.58822
## 110480 46.40785
## 110481 50.77411
## 110482 49.55195
## 110483 50.12052
## 110484 46.67152
## 110486 43.10443
## 110487 49.69535
## 110488 45.85445
## 110489 50.47078
## 110491 48.09922
## 110492 49.52752
## 110493 48.99867
## 110494 51.09038
## 110495 44.71297
## 110496 36.49940
## 110497 49.27820
## 110498 50.71328
## 110499 50.62410
## 110500 51.02953
## 110501 43.68115
## 110502 43.12662
## 110503 41.06093
## 110504 49.61307
## 110505 43.24586
## 110506 44.58849
## 110507 51.04299
## 110508 50.49181
## 110509 46.34005
## 110510 49.19427
## 110512 46.25828
## 110513 48.52428
## 110514 46.30898
## 110515 46.94094
## 110516 48.73864
## 110517 43.07464
## 110518 49.76513
## 110519 48.79557
## 110520 40.91383
## 110521 37.74096
## 110522 34.89681
## 110523 44.99520
## 110524 50.71502
## 110525 46.51171
## 110526 48.47576
## 110528 48.61568
## 110529 48.92465
## 110530 47.54922
## 110531 49.84280
## 110532 44.79145
## 110533 49.00199
## 110534 36.82756
## 110535 49.18932
## 110536 46.15498
## 110537 45.03215
## 110538 47.50983
## 110539 47.55500
## 110540 46.79886
## 110541 49.84091
## 110542 47.29922
## 110543 47.49191
## 110544 46.23972
## 110545 48.26793
## 110546 48.36503
## 110547 49.21220
## 110548 48.15627
## 110549 46.38505
## 110550 44.83919
## 110551 48.55672
## 110552 47.14443
## 110553 45.42646
## 110554 49.45702
## 110555 45.04658
## 110556 46.69071
## 110557 49.09267
## 110558 50.77887
## 110559 47.34657
## 110560 53.40608
## 110561 47.49453
## 110562 45.58841
## 110563 45.82103
## 110565 33.09260
## 110567 48.36798
## 110568 48.18245
## 110569 44.13817
## 110570 52.85563
## 110571 42.71318
## 110572 51.21097
## 110573 45.26607
## 110574 48.39480
## 110575 46.49734
## 110576 52.03410
## 110577 48.20292
## 110578 46.42402
## 110579 44.38684
## 110580 43.66808
## 110582 44.01103
## 110583 47.68642
## 110584 49.59717
## 110585 50.39559
## 110586 49.16193
## 110587 47.22079
## 110588 49.40477
## 110589 50.55741
## 110590 46.04676
## 110591 51.98328
## 110592 47.56610
## 110593 48.91795
## 110594 43.12665
## 110595 48.58168
## 110596 47.48841
## 110597 48.56648
## 110598 45.93657
## 110601 50.54070
## 110602 50.12065
## 110603 48.65757
## 110604 48.11638
## 110605 41.49488
## 110606 50.02605
## 110607 46.15267
## 110608 50.90959
## 110609 49.02973
## 110610 49.21370
## 110611 49.10653
## 110612 40.78305
## 110613 42.33407
## 110615 49.15552
## 110616 53.41662
## 110617 47.20572
## 110618 48.73848
## 110619 45.90192
## 110620 50.72520
## 110621 48.92122
## 110623 51.63964
## 110624 51.07170
## 110625 47.82472
## 110626 49.58544
## 110627 51.99087
## 110628 43.08797
## 110629 44.25818
## 110630 47.06792
## 110632 50.95585
## 110633 46.84325
## 110634 51.42774
## 110635 46.75340
## 110636 49.12128
## 110637 43.95417
## 110638 47.03270
## 110639 51.14302
## 110640 49.69288
## 110641 47.38015
## 110643 48.76487
## 110644 50.44901
## 110645 48.82278
## 110646 51.98178
## 110647 47.70639
## 110648 46.01365
## 110649 50.41822
## 110650 47.25997
## 110651 49.87574
## 110653 48.36168
## 110654 46.17364
## 110655 31.55492
## 110656 46.04130
## 110657 45.17716
## 110658 44.85611
## 110659 48.22703
## 110660 40.65475
## 110661 48.22902
## 110662 50.73828
## 110663 51.58983
## 110664 29.55951
## 110665 50.09948
## 110666 46.48018
## 110668 48.90892
## 110669 49.28602
## 110672 47.42730
## 110673 49.44072
## 110674 50.01822
## 110675 45.38255
## 110676 46.23026
## 110677 39.15758
## 110678 48.98400
## 110679 50.43847
## 110680 45.54710
## 110681 47.40666
## 110683 47.24668
## 110684 48.05502
## 110685 50.46107
## 110687 47.00058
## 110688 49.91717
## 110689 43.83100
## 110691 49.21955
## 110692 48.44791
## 110693 30.73817
## 110694 39.91030
## 110696 51.36498
## 110699 49.90070
## 110700 47.96427
## 110701 47.73607
## 110702 50.39362
## 110703 46.61277
## 110704 44.87789
## 110706 50.55840
## 110707 45.33662
## 110708 50.82434
## 110709 47.07294
## 110710 51.02887
## 110712 44.90323
## 110713 50.82233
## 110714 35.00792
## 110715 51.11683
## 110716 46.10210
## 110717 48.60042
## 110719 43.82833
## 110720 43.57241
## 110721 48.44560
## 110722 48.03889
## 110723 50.82253
## 110724 47.44712
## 110725 50.62296
## 110726 48.86000
## 110727 48.70242
## 110730 43.88245
## 110731 47.88207
## 110733 42.79768
## 110734 44.77060
## 110735 46.65448
## 110736 44.01052
## 110737 46.57368
## 110738 46.93443
## 110739 50.40463
## 110740 43.28262
## 110741 44.72255
## 110742 50.12262
## 110744 48.55802
## 110745 50.86620
## 110746 53.29292
## 110747 46.16477
## 110748 45.15757
## 110749 52.57787
## 110750 44.00394
## 110751 49.46618
## 110752 49.25591
## 110753 47.87844
## 110754 46.92490
## 110755 49.19356
## 110756 50.21175
## 110757 50.23163
## 110758 50.69952
## 110759 47.09611
## 110760 40.63877
## 110761 47.25122
## 110762 45.62077
## 110763 44.45205
## 110764 44.42840
## 110765 45.00426
## 110766 50.41205
## 110767 49.38726
## 110769 46.28257
## 110770 45.32638
## 110771 51.51185
## 110772 46.10078
## 110773 35.76558
## 110774 43.14302
## 110775 40.57043
## 110776 44.00411
## 110777 52.12478
## 110778 45.58487
## 110779 46.54713
## 110780 47.04545
## 110781 48.59273
## 110782 48.98599
## 110783 45.45122
## 110784 49.93819
## 110785 51.59408
## 110786 45.91108
## 110787 42.12703
## 110788 49.20132
## 110790 45.98720
## 110791 50.43388
## 110792 50.29508
## 110793 44.05100
## 110794 43.99263
## 110797 48.25693
## 110798 45.01532
## 110799 47.28697
## 110800 49.63142
## 110801 43.70960
## 110802 44.38852
## 110803 51.80657
## 110804 47.27715
## 110805 47.24455
## 110806 50.09499
## 110807 44.53616
## 110809 49.65210
## 110810 35.96728
## 110811 49.30212
## 110813 48.51188
## 110814 43.03483
## 110815 45.07537
## 110816 51.57806
## 110817 44.38363
## 110819 51.57353
## 110820 41.58525
## 110821 47.31270
## 110822 49.17785
## 110823 46.46840
## 110825 42.78372
## 110827 49.78435
## 110828 48.00418
## 110829 52.19120
## 110830 48.36543
## 110832 49.61793
## 110833 42.81363
## 110834 47.97805
## 110835 43.49028
## 110836 42.83740
## 110837 46.97654
## 110838 50.20883
## 110839 45.78477
## 110841 50.93097
## 110842 49.23112
## 110843 43.77212
## 110844 51.66728
## 110845 46.93225
## 110846 50.98523
## 110847 47.59824
## 110848 46.35848
## 110849 52.07465
## 110850 51.48438
## 110851 44.89973
## 110852 50.40877
## 110853 48.47747
## 110854 42.38644
## 110855 49.54533
## 110857 51.90297
## 110858 49.14185
## 110859 47.31925
## 110860 46.33565
## 110861 48.49223
## 110862 39.22171
## 110864 50.22015
## 110865 42.89041
## 110866 48.42858
## 110867 50.59920
## 110868 48.13970
## 110869 47.82001
## 110870 45.04300
## 110871 42.53905
## 110874 48.59530
## 110875 51.85247
## 110876 44.53648
## 110877 44.65903
## 110878 50.28807
## 110879 52.17793
## 110880 39.24278
## 110881 43.55107
## 110882 47.80860
## 110883 43.30002
## 110884 46.07338
## 110885 49.15578
## 110886 48.53688
## 110887 45.08220
## 110888 45.05120
## 110889 48.83277
## 110890 50.69828
## 110893 29.32503
## 110894 47.35750
## 110895 43.97000
## 110896 50.35292
## 110897 49.32548
## 110898 46.30717
## 110899 49.26170
## 110900 47.74220
## 110901 43.46492
## 110902 44.58697
## 110903 47.00302
## 110904 49.64078
## 110905 45.74945
## 110906 51.18610
## 110907 50.71837
## 110908 46.58815
## 110909 47.45290
## 110910 50.87450
## 110911 48.20402
## 110912 48.62643
## 110913 35.63082
## 110914 34.16935
## 110915 49.74449
## 110916 49.80103
## 110917 48.90701
## 110918 47.53560
## 110919 48.92532
## 110921 42.95281
## 110922 41.60523
## 110923 43.58320
## 110924 48.64151
## 110925 45.75542
## 110926 42.47897
## 110927 50.68520
## 110928 49.56453
## 110929 47.12246
## 110930 48.24753
## 110931 43.29351
## 110932 49.44413
## 110933 42.80473
## 110934 44.98397
## 110935 48.23627
## 110936 49.09605
## 110937 47.16143
## 110938 48.89758
## 110939 47.67297
## 110940 48.73798
## 110941 47.16567
## 110942 47.68230
## 110943 47.81443
## 110945 48.24905
## 110946 52.53285
## 110947 49.49112
## 110948 47.47953
## 110949 46.34631
## 110950 50.78353
## 110951 49.80868
## 110952 50.73889
## 110953 41.79662
## 110955 41.92207
## 110956 46.96205
## 110957 48.60794
## 110958 46.57693
## 110959 48.11273
## 110960 45.06902
## 110961 49.11560
## 110962 46.33388
## 110963 47.00392
## 110964 50.72317
## 110966 49.93758
## 110967 46.94523
## 110968 48.41300
## 110969 45.04331
## 110971 49.89469
## 110972 49.26660
## [ reached 'max' / getOption("max.print") -- omitted 109454 rows ]Take a look at the variable importance measures
# The "importance" argument provides a table that includes the importance
# of each variable to the accuracy of the classification.
as.data.frame(varImp(pop_RF, type = 2, scale = TRUE)) #type 1 is error on oob, ## Overall
## acousticness 3841.0445
## danceability 2250.1343
## duration_ms 2993.5943
## energy 2658.1052
## instrumentalness 1599.8494
## key 3672.9501
## liveness 2068.6330
## loudness 3687.1308
## mode 200.6078
## speechiness 2003.7502
## tempo 1661.8719
## time_signature 377.4922
## valence 2046.0900 # type 2 is total decrease
# in node impurity as measured by the Gini index, look at the differences, stop by wine for example.
# scale divides the measures by
# their standard errorsUsing the training data sets to tune the model in consideration of the number of trees, the number of variables to sample and the sample size that optimize the model output.
#### Optimize the random forest model ####
# Let's just say we want to do the best we can to label pregnant customers as pregnant
# later we can certainly adjust the threshold but want to tune to optimize the models ability
# to identify the positive target class.
set.seed(1984)
pop_RF_2 = randomForest(as.numeric(popularity)~., #<- formula, response variable ~ predictors.
# the period means 'use all other variables in the data'.
pop_train, #<- A data frame with variables to be used.
#y = NULL, #<- A response vector. This is unnecessary because we're specifying a response formula.
#subset = NULL, #<- This is unneccessary because we're using all the rows in the training data set.
#xtest = NULL, #<- This is already defined in the formula by the ".".
#ytest = NULL, #<- This is already defined in the formula by "PREGNANT".
ntree = 1000, #<- Number of trees to grow. This should not be set to too small a number, to ensure that every input row gets classified at least a few times.
mtry = 5, #<- Number of variables randomly sampled as candidates at each split. Default number for classification is sqrt(# of variables). Default number for regression is (# of variables / 3).
replace = TRUE, #<- Should sampled data points be replaced.
#classwt = NULL, #<- Priors of the classes. We will work through this later.
#strata = NULL, #<- Not necessary for our purpose here.
sampsize = 10000, #<- Size of sample to draw each time.
nodesize = 5, #<- Minimum numbers of data points in terminal nodes.
#maxnodes = NULL, #<- The "nodesize" argument limits the number of maximum splits.
importance = TRUE, #<- Should importance predictors be assessed?
#localImp = FALSE, #<- Should casewise importance measure be computed? (Setting this to TRUE will override importance.)
proximity = FALSE, #<- Should a proximity measure between rows be calculated?
norm.votes = TRUE, #<- If TRUE (default), the final result of votes are expressed as fractions. If FALSE, raw vote counts are returned (useful for combining results from different runs).
do.trace = TRUE, #<- If set to TRUE, give a more verbose output as randomForest is run.
keep.forest = TRUE, #<- If set to FALSE, the forest will not be retained in the output object. If xtest is given, defaults to FALSE.
keep.inbag = TRUE) ## | Out-of-bag |
## Tree | MSE %Var(y) |
## 1 | 402.1 121.45 |
## 2 | 310.8 93.87 |
## 3 | 272.2 82.22 |
## 4 | 253.2 76.47 |
## 5 | 242.3 73.17 |
## 6 | 234.9 70.96 |
## 7 | 229.8 69.40 |
## 8 | 225.4 68.08 |
## 9 | 222.6 67.23 |
## 10 | 220.2 66.51 |
## 11 | 218.2 65.91 |
## 12 | 216.4 65.37 |
## 13 | 215.1 64.97 |
## 14 | 213.9 64.60 |
## 15 | 212.9 64.31 |
## 16 | 212.2 64.08 |
## 17 | 211.3 63.83 |
## 18 | 210.6 63.60 |
## 19 | 209.9 63.40 |
## 20 | 209.4 63.24 |
## 21 | 208.8 63.06 |
## 22 | 208.3 62.93 |
## 23 | 208 62.82 |
## 24 | 207.6 62.71 |
## 25 | 207.3 62.60 |
## 26 | 206.9 62.50 |
## 27 | 206.6 62.41 |
## 28 | 206.3 62.32 |
## 29 | 206.1 62.24 |
## 30 | 205.7 62.15 |
## 31 | 205.5 62.06 |
## 32 | 205.2 61.98 |
## 33 | 205.1 61.95 |
## 34 | 205 61.91 |
## 35 | 204.9 61.88 |
## 36 | 204.7 61.83 |
## 37 | 204.5 61.78 |
## 38 | 204.4 61.75 |
## 39 | 204.3 61.71 |
## 40 | 204.2 61.67 |
## 41 | 204 61.63 |
## 42 | 203.8 61.57 |
## 43 | 203.7 61.53 |
## 44 | 203.6 61.51 |
## 45 | 203.5 61.48 |
## 46 | 203.4 61.44 |
## 47 | 203.3 61.40 |
## 48 | 203.2 61.38 |
## 49 | 203.1 61.36 |
## 50 | 203.1 61.34 |
## 51 | 203 61.32 |
## 52 | 202.9 61.29 |
## 53 | 202.9 61.27 |
## 54 | 202.8 61.26 |
## 55 | 202.7 61.24 |
## 56 | 202.7 61.21 |
## 57 | 202.6 61.20 |
## 58 | 202.6 61.19 |
## 59 | 202.5 61.17 |
## 60 | 202.5 61.16 |
## 61 | 202.4 61.15 |
## 62 | 202.4 61.12 |
## 63 | 202.3 61.11 |
## 64 | 202.3 61.10 |
## 65 | 202.2 61.07 |
## 66 | 202.1 61.05 |
## 67 | 202.1 61.05 |
## 68 | 202.1 61.04 |
## 69 | 202 61.03 |
## 70 | 202 61.01 |
## 71 | 201.9 61.00 |
## 72 | 201.9 60.98 |
## 73 | 201.8 60.96 |
## 74 | 201.8 60.95 |
## 75 | 201.7 60.94 |
## 76 | 201.7 60.93 |
## 77 | 201.7 60.91 |
## 78 | 201.6 60.90 |
## 79 | 201.6 60.89 |
## 80 | 201.5 60.88 |
## 81 | 201.5 60.87 |
## 82 | 201.5 60.86 |
## 83 | 201.4 60.84 |
## 84 | 201.4 60.83 |
## 85 | 201.4 60.82 |
## 86 | 201.3 60.81 |
## 87 | 201.3 60.80 |
## 88 | 201.3 60.79 |
## 89 | 201.2 60.78 |
## 90 | 201.2 60.77 |
## 91 | 201.2 60.76 |
## 92 | 201.1 60.74 |
## 93 | 201.1 60.74 |
## 94 | 201 60.72 |
## 95 | 201 60.72 |
## 96 | 201 60.71 |
## 97 | 201 60.71 |
## 98 | 201 60.71 |
## 99 | 201 60.70 |
## 100 | 200.9 60.69 |
## 101 | 200.9 60.68 |
## 102 | 200.9 60.67 |
## 103 | 200.9 60.67 |
## 104 | 200.8 60.66 |
## 105 | 200.8 60.66 |
## 106 | 200.8 60.66 |
## 107 | 200.8 60.64 |
## 108 | 200.8 60.65 |
## 109 | 200.8 60.65 |
## 110 | 200.8 60.64 |
## 111 | 200.8 60.64 |
## 112 | 200.7 60.63 |
## 113 | 200.7 60.63 |
## 114 | 200.7 60.63 |
## 115 | 200.7 60.63 |
## 116 | 200.7 60.63 |
## 117 | 200.7 60.62 |
## 118 | 200.7 60.62 |
## 119 | 200.7 60.61 |
## 120 | 200.7 60.61 |
## 121 | 200.6 60.60 |
## 122 | 200.6 60.60 |
## 123 | 200.6 60.59 |
## 124 | 200.6 60.59 |
## 125 | 200.6 60.59 |
## 126 | 200.6 60.60 |
## 127 | 200.6 60.60 |
## 128 | 200.6 60.60 |
## 129 | 200.6 60.59 |
## 130 | 200.6 60.59 |
## 131 | 200.6 60.59 |
## 132 | 200.6 60.59 |
## 133 | 200.6 60.58 |
## 134 | 200.6 60.58 |
## 135 | 200.5 60.57 |
## 136 | 200.5 60.57 |
## 137 | 200.5 60.57 |
## 138 | 200.5 60.56 |
## 139 | 200.5 60.56 |
## 140 | 200.5 60.56 |
## 141 | 200.5 60.55 |
## 142 | 200.5 60.55 |
## 143 | 200.5 60.55 |
## 144 | 200.5 60.56 |
## 145 | 200.5 60.55 |
## 146 | 200.5 60.55 |
## 147 | 200.4 60.55 |
## 148 | 200.5 60.55 |
## 149 | 200.4 60.55 |
## 150 | 200.5 60.55 |
## 151 | 200.4 60.54 |
## 152 | 200.4 60.53 |
## 153 | 200.4 60.53 |
## 154 | 200.4 60.53 |
## 155 | 200.4 60.52 |
## 156 | 200.4 60.52 |
## 157 | 200.4 60.52 |
## 158 | 200.4 60.52 |
## 159 | 200.4 60.52 |
## 160 | 200.3 60.51 |
## 161 | 200.3 60.51 |
## 162 | 200.3 60.51 |
## 163 | 200.3 60.51 |
## 164 | 200.3 60.51 |
## 165 | 200.3 60.50 |
## 166 | 200.3 60.50 |
## 167 | 200.3 60.50 |
## 168 | 200.3 60.50 |
## 169 | 200.3 60.50 |
## 170 | 200.3 60.50 |
## 171 | 200.3 60.49 |
## 172 | 200.3 60.49 |
## 173 | 200.3 60.49 |
## 174 | 200.3 60.49 |
## 175 | 200.2 60.48 |
## 176 | 200.2 60.48 |
## 177 | 200.2 60.48 |
## 178 | 200.2 60.47 |
## 179 | 200.2 60.47 |
## 180 | 200.2 60.48 |
## 181 | 200.2 60.48 |
## 182 | 200.2 60.48 |
## 183 | 200.2 60.47 |
## 184 | 200.2 60.47 |
## 185 | 200.2 60.47 |
## 186 | 200.2 60.46 |
## 187 | 200.2 60.46 |
## 188 | 200.2 60.46 |
## 189 | 200.2 60.46 |
## 190 | 200.2 60.46 |
## 191 | 200.2 60.46 |
## 192 | 200.2 60.46 |
## 193 | 200.1 60.45 |
## 194 | 200.1 60.45 |
## 195 | 200.1 60.45 |
## 196 | 200.1 60.45 |
## 197 | 200.1 60.45 |
## 198 | 200.1 60.45 |
## 199 | 200.1 60.45 |
## 200 | 200.1 60.44 |
## 201 | 200.1 60.44 |
## 202 | 200.1 60.44 |
## 203 | 200.1 60.44 |
## 204 | 200.1 60.44 |
## 205 | 200.1 60.44 |
## 206 | 200.1 60.44 |
## 207 | 200.1 60.43 |
## 208 | 200.1 60.43 |
## 209 | 200.1 60.43 |
## 210 | 200 60.42 |
## 211 | 200 60.42 |
## 212 | 200 60.42 |
## 213 | 200 60.42 |
## 214 | 200 60.42 |
## 215 | 200 60.42 |
## 216 | 200 60.42 |
## 217 | 200 60.42 |
## 218 | 200 60.42 |
## 219 | 200 60.42 |
## 220 | 200 60.42 |
## 221 | 200 60.42 |
## 222 | 200 60.41 |
## 223 | 200 60.41 |
## 224 | 200 60.41 |
## 225 | 200 60.41 |
## 226 | 200 60.40 |
## 227 | 200 60.41 |
## 228 | 200 60.41 |
## 229 | 200 60.40 |
## 230 | 200 60.40 |
## 231 | 200 60.40 |
## 232 | 200 60.40 |
## 233 | 199.9 60.39 |
## 234 | 199.9 60.39 |
## 235 | 199.9 60.39 |
## 236 | 199.9 60.39 |
## 237 | 199.9 60.38 |
## 238 | 199.9 60.38 |
## 239 | 199.9 60.38 |
## 240 | 199.9 60.38 |
## 241 | 199.9 60.38 |
## 242 | 199.9 60.37 |
## 243 | 199.9 60.37 |
## 244 | 199.9 60.37 |
## 245 | 199.9 60.37 |
## 246 | 199.9 60.37 |
## 247 | 199.9 60.37 |
## 248 | 199.9 60.37 |
## 249 | 199.9 60.37 |
## 250 | 199.9 60.37 |
## 251 | 199.9 60.37 |
## 252 | 199.9 60.37 |
## 253 | 199.9 60.37 |
## 254 | 199.9 60.37 |
## 255 | 199.9 60.37 |
## 256 | 199.9 60.37 |
## 257 | 199.9 60.37 |
## 258 | 199.9 60.37 |
## 259 | 199.9 60.37 |
## 260 | 199.9 60.37 |
## 261 | 199.9 60.37 |
## 262 | 199.9 60.37 |
## 263 | 199.9 60.37 |
## 264 | 199.9 60.37 |
## 265 | 199.9 60.37 |
## 266 | 199.9 60.37 |
## 267 | 199.9 60.37 |
## 268 | 199.9 60.37 |
## 269 | 199.9 60.37 |
## 270 | 199.9 60.37 |
## 271 | 199.8 60.36 |
## 272 | 199.8 60.36 |
## 273 | 199.8 60.36 |
## 274 | 199.8 60.36 |
## 275 | 199.8 60.36 |
## 276 | 199.8 60.36 |
## 277 | 199.8 60.36 |
## 278 | 199.8 60.36 |
## 279 | 199.8 60.36 |
## 280 | 199.8 60.36 |
## 281 | 199.8 60.35 |
## 282 | 199.8 60.35 |
## 283 | 199.8 60.35 |
## 284 | 199.8 60.35 |
## 285 | 199.8 60.35 |
## 286 | 199.8 60.35 |
## 287 | 199.8 60.35 |
## 288 | 199.8 60.35 |
## 289 | 199.8 60.35 |
## 290 | 199.8 60.35 |
## 291 | 199.8 60.35 |
## 292 | 199.8 60.35 |
## 293 | 199.8 60.35 |
## 294 | 199.8 60.35 |
## 295 | 199.8 60.35 |
## 296 | 199.8 60.35 |
## 297 | 199.8 60.35 |
## 298 | 199.8 60.35 |
## 299 | 199.8 60.35 |
## 300 | 199.8 60.35 |
## 301 | 199.8 60.35 |
## 302 | 199.8 60.35 |
## 303 | 199.8 60.35 |
## 304 | 199.8 60.35 |
## 305 | 199.8 60.35 |
## 306 | 199.8 60.35 |
## 307 | 199.8 60.35 |
## 308 | 199.8 60.35 |
## 309 | 199.8 60.35 |
## 310 | 199.8 60.35 |
## 311 | 199.8 60.35 |
## 312 | 199.8 60.34 |
## 313 | 199.8 60.35 |
## 314 | 199.8 60.35 |
## 315 | 199.8 60.34 |
## 316 | 199.8 60.34 |
## 317 | 199.8 60.34 |
## 318 | 199.8 60.34 |
## 319 | 199.8 60.35 |
## 320 | 199.8 60.34 |
## 321 | 199.8 60.34 |
## 322 | 199.8 60.34 |
## 323 | 199.8 60.34 |
## 324 | 199.8 60.35 |
## 325 | 199.8 60.34 |
## 326 | 199.8 60.34 |
## 327 | 199.8 60.34 |
## 328 | 199.8 60.34 |
## 329 | 199.8 60.34 |
## 330 | 199.8 60.34 |
## 331 | 199.8 60.34 |
## 332 | 199.8 60.34 |
## 333 | 199.8 60.34 |
## 334 | 199.8 60.34 |
## 335 | 199.8 60.34 |
## 336 | 199.8 60.34 |
## 337 | 199.8 60.34 |
## 338 | 199.8 60.33 |
## 339 | 199.8 60.34 |
## 340 | 199.8 60.34 |
## 341 | 199.8 60.34 |
## 342 | 199.8 60.33 |
## 343 | 199.7 60.33 |
## 344 | 199.7 60.33 |
## 345 | 199.7 60.33 |
## 346 | 199.7 60.33 |
## 347 | 199.7 60.33 |
## 348 | 199.7 60.33 |
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## 350 | 199.7 60.33 |
## 351 | 199.7 60.33 |
## 352 | 199.7 60.33 |
## 353 | 199.7 60.33 |
## 354 | 199.7 60.32 |
## 355 | 199.7 60.32 |
## 356 | 199.7 60.32 |
## 357 | 199.7 60.32 |
## 358 | 199.7 60.32 |
## 359 | 199.7 60.32 |
## 360 | 199.7 60.32 |
## 361 | 199.7 60.32 |
## 362 | 199.7 60.32 |
## 363 | 199.7 60.32 |
## 364 | 199.7 60.32 |
## 365 | 199.7 60.32 |
## 366 | 199.7 60.31 |
## 367 | 199.7 60.31 |
## 368 | 199.7 60.31 |
## 369 | 199.7 60.31 |
## 370 | 199.7 60.31 |
## 371 | 199.7 60.31 |
## 372 | 199.7 60.31 |
## 373 | 199.7 60.31 |
## 374 | 199.7 60.31 |
## 375 | 199.7 60.31 |
## 376 | 199.7 60.31 |
## 377 | 199.7 60.31 |
## 378 | 199.7 60.31 |
## 379 | 199.7 60.31 |
## 380 | 199.7 60.31 |
## 381 | 199.7 60.31 |
## 382 | 199.7 60.31 |
## 383 | 199.7 60.31 |
## 384 | 199.7 60.31 |
## 385 | 199.7 60.31 |
## 386 | 199.7 60.31 |
## 387 | 199.7 60.31 |
## 388 | 199.7 60.31 |
## 389 | 199.7 60.31 |
## 390 | 199.7 60.31 |
## 391 | 199.7 60.31 |
## 392 | 199.7 60.30 |
## 393 | 199.6 60.30 |
## 394 | 199.6 60.30 |
## 395 | 199.6 60.30 |
## 396 | 199.6 60.30 |
## 397 | 199.6 60.30 |
## 398 | 199.6 60.30 |
## 399 | 199.6 60.30 |
## 400 | 199.6 60.30 |
## 401 | 199.6 60.30 |
## 402 | 199.6 60.30 |
## 403 | 199.6 60.30 |
## 404 | 199.6 60.30 |
## 405 | 199.6 60.30 |
## 406 | 199.6 60.30 |
## 407 | 199.6 60.30 |
## 408 | 199.6 60.30 |
## 409 | 199.6 60.30 |
## 410 | 199.6 60.30 |
## 411 | 199.6 60.30 |
## 412 | 199.6 60.30 |
## 413 | 199.6 60.30 |
## 414 | 199.6 60.30 |
## 415 | 199.6 60.30 |
## 416 | 199.6 60.30 |
## 417 | 199.6 60.30 |
## 418 | 199.6 60.30 |
## 419 | 199.6 60.30 |
## 420 | 199.6 60.30 |
## 421 | 199.6 60.30 |
## 422 | 199.6 60.30 |
## 423 | 199.6 60.30 |
## 424 | 199.6 60.30 |
## 425 | 199.6 60.30 |
## 426 | 199.6 60.30 |
## 427 | 199.6 60.30 |
## 428 | 199.6 60.30 |
## 429 | 199.6 60.30 |
## 430 | 199.6 60.30 |
## 431 | 199.6 60.30 |
## 432 | 199.6 60.29 |
## 433 | 199.6 60.30 |
## 434 | 199.6 60.30 |
## 435 | 199.6 60.29 |
## 436 | 199.6 60.29 |
## 437 | 199.6 60.29 |
## 438 | 199.6 60.29 |
## 439 | 199.6 60.29 |
## 440 | 199.6 60.29 |
## 441 | 199.6 60.29 |
## 442 | 199.6 60.29 |
## 443 | 199.6 60.29 |
## 444 | 199.6 60.29 |
## 445 | 199.6 60.29 |
## 446 | 199.6 60.29 |
## 447 | 199.6 60.29 |
## 448 | 199.6 60.29 |
## 449 | 199.6 60.29 |
## 450 | 199.6 60.29 |
## 451 | 199.6 60.29 |
## 452 | 199.6 60.29 |
## 453 | 199.6 60.29 |
## 454 | 199.6 60.29 |
## 455 | 199.6 60.29 |
## 456 | 199.6 60.29 |
## 457 | 199.6 60.29 |
## 458 | 199.6 60.28 |
## 459 | 199.6 60.28 |
## 460 | 199.6 60.28 |
## 461 | 199.6 60.28 |
## 462 | 199.6 60.28 |
## 463 | 199.6 60.28 |
## 464 | 199.6 60.28 |
## 465 | 199.6 60.28 |
## 466 | 199.6 60.28 |
## 467 | 199.6 60.28 |
## 468 | 199.6 60.28 |
## 469 | 199.6 60.28 |
## 470 | 199.6 60.28 |
## 471 | 199.6 60.28 |
## 472 | 199.6 60.28 |
## 473 | 199.6 60.28 |
## 474 | 199.6 60.28 |
## 475 | 199.6 60.28 |
## 476 | 199.6 60.28 |
## 477 | 199.6 60.27 |
## 478 | 199.5 60.27 |
## 479 | 199.5 60.27 |
## 480 | 199.5 60.27 |
## 481 | 199.5 60.27 |
## 482 | 199.5 60.27 |
## 483 | 199.5 60.27 |
## 484 | 199.5 60.27 |
## 485 | 199.5 60.27 |
## 486 | 199.5 60.27 |
## 487 | 199.5 60.27 |
## 488 | 199.5 60.27 |
## 489 | 199.5 60.27 |
## 490 | 199.5 60.27 |
## 491 | 199.5 60.27 |
## 492 | 199.5 60.27 |
## 493 | 199.5 60.27 |
## 494 | 199.5 60.27 |
## 495 | 199.5 60.27 |
## 496 | 199.5 60.27 |
## 497 | 199.5 60.27 |
## 498 | 199.5 60.27 |
## 499 | 199.5 60.27 |
## 500 | 199.5 60.27 |
## 501 | 199.5 60.27 |
## 502 | 199.5 60.27 |
## 503 | 199.5 60.27 |
## 504 | 199.5 60.27 |
## 505 | 199.5 60.27 |
## 506 | 199.5 60.27 |
## 507 | 199.5 60.27 |
## 508 | 199.5 60.27 |
## 509 | 199.5 60.27 |
## 510 | 199.5 60.26 |
## 511 | 199.5 60.26 |
## 512 | 199.5 60.26 |
## 513 | 199.5 60.26 |
## 514 | 199.5 60.26 |
## 515 | 199.5 60.26 |
## 516 | 199.5 60.26 |
## 517 | 199.5 60.26 |
## 518 | 199.5 60.26 |
## 519 | 199.5 60.26 |
## 520 | 199.5 60.26 |
## 521 | 199.5 60.26 |
## 522 | 199.5 60.26 |
## 523 | 199.5 60.26 |
## 524 | 199.5 60.26 |
## 525 | 199.5 60.26 |
## 526 | 199.5 60.26 |
## 527 | 199.5 60.26 |
## 528 | 199.5 60.26 |
## 529 | 199.5 60.26 |
## 530 | 199.5 60.26 |
## 531 | 199.5 60.26 |
## 532 | 199.5 60.26 |
## 533 | 199.5 60.26 |
## 534 | 199.5 60.26 |
## 535 | 199.5 60.26 |
## 536 | 199.5 60.26 |
## 537 | 199.5 60.26 |
## 538 | 199.5 60.26 |
## 539 | 199.5 60.26 |
## 540 | 199.5 60.26 |
## 541 | 199.5 60.26 |
## 542 | 199.5 60.26 |
## 543 | 199.5 60.26 |
## 544 | 199.5 60.26 |
## 545 | 199.5 60.26 |
## 546 | 199.5 60.26 |
## 547 | 199.5 60.26 |
## 548 | 199.5 60.26 |
## 549 | 199.5 60.26 |
## 550 | 199.5 60.26 |
## 551 | 199.5 60.26 |
## 552 | 199.5 60.26 |
## 553 | 199.5 60.26 |
## 554 | 199.5 60.26 |
## 555 | 199.5 60.26 |
## 556 | 199.5 60.26 |
## 557 | 199.5 60.26 |
## 558 | 199.5 60.26 |
## 559 | 199.5 60.26 |
## 560 | 199.5 60.26 |
## 561 | 199.5 60.26 |
## 562 | 199.5 60.26 |
## 563 | 199.5 60.26 |
## 564 | 199.5 60.26 |
## 565 | 199.5 60.26 |
## 566 | 199.5 60.26 |
## 567 | 199.5 60.26 |
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## 569 | 199.5 60.26 |
## 570 | 199.5 60.26 |
## 571 | 199.5 60.26 |
## 572 | 199.5 60.26 |
## 573 | 199.5 60.26 |
## 574 | 199.5 60.25 |
## 575 | 199.5 60.26 |
## 576 | 199.5 60.25 |
## 577 | 199.5 60.25 |
## 578 | 199.5 60.25 |
## 579 | 199.5 60.25 |
## 580 | 199.5 60.25 |
## 581 | 199.5 60.25 |
## 582 | 199.5 60.26 |
## 583 | 199.5 60.26 |
## 584 | 199.5 60.26 |
## 585 | 199.5 60.26 |
## 586 | 199.5 60.26 |
## 587 | 199.5 60.26 |
## 588 | 199.5 60.26 |
## 589 | 199.5 60.26 |
## 590 | 199.5 60.26 |
## 591 | 199.5 60.25 |
## 592 | 199.5 60.25 |
## 593 | 199.5 60.25 |
## 594 | 199.5 60.25 |
## 595 | 199.5 60.25 |
## 596 | 199.5 60.25 |
## 597 | 199.5 60.25 |
## 598 | 199.5 60.25 |
## 599 | 199.5 60.25 |
## 600 | 199.5 60.25 |
## 601 | 199.5 60.25 |
## 602 | 199.5 60.25 |
## 603 | 199.5 60.25 |
## 604 | 199.5 60.25 |
## 605 | 199.5 60.25 |
## 606 | 199.5 60.25 |
## 607 | 199.5 60.25 |
## 608 | 199.5 60.25 |
## 609 | 199.5 60.25 |
## 610 | 199.5 60.25 |
## 611 | 199.5 60.25 |
## 612 | 199.5 60.25 |
## 613 | 199.5 60.25 |
## 614 | 199.5 60.25 |
## 615 | 199.5 60.25 |
## 616 | 199.5 60.25 |
## 617 | 199.5 60.25 |
## 618 | 199.5 60.25 |
## 619 | 199.5 60.25 |
## 620 | 199.5 60.25 |
## 621 | 199.5 60.25 |
## 622 | 199.5 60.25 |
## 623 | 199.5 60.25 |
## 624 | 199.5 60.24 |
## 625 | 199.5 60.25 |
## 626 | 199.5 60.25 |
## 627 | 199.5 60.24 |
## 628 | 199.5 60.24 |
## 629 | 199.5 60.24 |
## 630 | 199.5 60.24 |
## 631 | 199.5 60.25 |
## 632 | 199.5 60.24 |
## 633 | 199.5 60.24 |
## 634 | 199.5 60.24 |
## 635 | 199.5 60.24 |
## 636 | 199.5 60.25 |
## 637 | 199.5 60.25 |
## 638 | 199.5 60.25 |
## 639 | 199.5 60.25 |
## 640 | 199.5 60.25 |
## 641 | 199.5 60.24 |
## 642 | 199.5 60.24 |
## 643 | 199.5 60.24 |
## 644 | 199.5 60.24 |
## 645 | 199.4 60.24 |
## 646 | 199.4 60.24 |
## 647 | 199.4 60.24 |
## 648 | 199.4 60.24 |
## 649 | 199.4 60.24 |
## 650 | 199.4 60.24 |
## 651 | 199.4 60.24 |
## 652 | 199.4 60.24 |
## 653 | 199.4 60.24 |
## 654 | 199.4 60.24 |
## 655 | 199.4 60.24 |
## 656 | 199.4 60.24 |
## 657 | 199.4 60.24 |
## 658 | 199.4 60.24 |
## 659 | 199.4 60.24 |
## 660 | 199.4 60.24 |
## 661 | 199.4 60.24 |
## 662 | 199.4 60.24 |
## 663 | 199.4 60.24 |
## 664 | 199.4 60.24 |
## 665 | 199.4 60.23 |
## 666 | 199.4 60.23 |
## 667 | 199.4 60.23 |
## 668 | 199.4 60.23 |
## 669 | 199.4 60.23 |
## 670 | 199.4 60.23 |
## 671 | 199.4 60.23 |
## 672 | 199.4 60.23 |
## 673 | 199.4 60.23 |
## 674 | 199.4 60.23 |
## 675 | 199.4 60.23 |
## 676 | 199.4 60.23 |
## 677 | 199.4 60.23 |
## 678 | 199.4 60.23 |
## 679 | 199.4 60.23 |
## 680 | 199.4 60.23 |
## 681 | 199.4 60.23 |
## 682 | 199.4 60.23 |
## 683 | 199.4 60.23 |
## 684 | 199.4 60.23 |
## 685 | 199.4 60.23 |
## 686 | 199.4 60.23 |
## 687 | 199.4 60.23 |
## 688 | 199.4 60.23 |
## 689 | 199.4 60.23 |
## 690 | 199.4 60.23 |
## 691 | 199.4 60.23 |
## 692 | 199.4 60.23 |
## 693 | 199.4 60.23 |
## 694 | 199.4 60.23 |
## 695 | 199.4 60.23 |
## 696 | 199.4 60.23 |
## 697 | 199.4 60.22 |
## 698 | 199.4 60.22 |
## 699 | 199.4 60.22 |
## 700 | 199.4 60.22 |
## 701 | 199.4 60.22 |
## 702 | 199.4 60.22 |
## 703 | 199.4 60.22 |
## 704 | 199.4 60.22 |
## 705 | 199.4 60.22 |
## 706 | 199.4 60.22 |
## 707 | 199.4 60.22 |
## 708 | 199.4 60.22 |
## 709 | 199.4 60.22 |
## 710 | 199.4 60.22 |
## 711 | 199.4 60.22 |
## 712 | 199.4 60.22 |
## 713 | 199.4 60.22 |
## 714 | 199.4 60.22 |
## 715 | 199.4 60.22 |
## 716 | 199.4 60.22 |
## 717 | 199.4 60.22 |
## 718 | 199.4 60.22 |
## 719 | 199.4 60.22 |
## 720 | 199.4 60.22 |
## 721 | 199.4 60.22 |
## 722 | 199.4 60.22 |
## 723 | 199.4 60.22 |
## 724 | 199.4 60.22 |
## 725 | 199.4 60.22 |
## 726 | 199.4 60.22 |
## 727 | 199.4 60.22 |
## 728 | 199.4 60.22 |
## 729 | 199.4 60.22 |
## 730 | 199.4 60.22 |
## 731 | 199.4 60.22 |
## 732 | 199.4 60.22 |
## 733 | 199.4 60.22 |
## 734 | 199.4 60.22 |
## 735 | 199.4 60.22 |
## 736 | 199.4 60.22 |
## 737 | 199.4 60.22 |
## 738 | 199.4 60.22 |
## 739 | 199.4 60.22 |
## 740 | 199.4 60.22 |
## 741 | 199.4 60.22 |
## 742 | 199.4 60.22 |
## 743 | 199.4 60.22 |
## 744 | 199.4 60.22 |
## 745 | 199.4 60.22 |
## 746 | 199.4 60.22 |
## 747 | 199.4 60.22 |
## 748 | 199.4 60.22 |
## 749 | 199.4 60.22 |
## 750 | 199.4 60.22 |
## 751 | 199.4 60.22 |
## 752 | 199.4 60.22 |
## 753 | 199.4 60.22 |
## 754 | 199.4 60.22 |
## 755 | 199.4 60.22 |
## 756 | 199.4 60.22 |
## 757 | 199.4 60.22 |
## 758 | 199.4 60.22 |
## 759 | 199.4 60.22 |
## 760 | 199.4 60.22 |
## 761 | 199.4 60.22 |
## 762 | 199.4 60.22 |
## 763 | 199.4 60.22 |
## 764 | 199.4 60.22 |
## 765 | 199.4 60.22 |
## 766 | 199.4 60.22 |
## 767 | 199.4 60.22 |
## 768 | 199.4 60.22 |
## 769 | 199.4 60.22 |
## 770 | 199.4 60.22 |
## 771 | 199.4 60.22 |
## 772 | 199.4 60.22 |
## 773 | 199.4 60.22 |
## 774 | 199.4 60.22 |
## 775 | 199.4 60.22 |
## 776 | 199.4 60.22 |
## 777 | 199.4 60.22 |
## 778 | 199.4 60.22 |
## 779 | 199.4 60.22 |
## 780 | 199.4 60.22 |
## 781 | 199.4 60.22 |
## 782 | 199.4 60.22 |
## 783 | 199.4 60.22 |
## 784 | 199.4 60.22 |
## 785 | 199.4 60.22 |
## 786 | 199.4 60.22 |
## 787 | 199.4 60.22 |
## 788 | 199.4 60.22 |
## 789 | 199.4 60.22 |
## 790 | 199.4 60.22 |
## 791 | 199.4 60.22 |
## 792 | 199.4 60.22 |
## 793 | 199.4 60.22 |
## 794 | 199.4 60.22 |
## 795 | 199.4 60.22 |
## 796 | 199.4 60.22 |
## 797 | 199.4 60.22 |
## 798 | 199.4 60.22 |
## 799 | 199.4 60.22 |
## 800 | 199.4 60.22 |
## 801 | 199.4 60.22 |
## 802 | 199.4 60.22 |
## 803 | 199.4 60.22 |
## 804 | 199.4 60.22 |
## 805 | 199.4 60.22 |
## 806 | 199.4 60.22 |
## 807 | 199.4 60.22 |
## 808 | 199.4 60.22 |
## 809 | 199.4 60.22 |
## 810 | 199.4 60.22 |
## 811 | 199.4 60.22 |
## 812 | 199.4 60.21 |
## 813 | 199.4 60.21 |
## 814 | 199.4 60.21 |
## 815 | 199.4 60.22 |
## 816 | 199.4 60.22 |
## 817 | 199.4 60.22 |
## 818 | 199.4 60.21 |
## 819 | 199.3 60.21 |
## 820 | 199.3 60.21 |
## 821 | 199.3 60.21 |
## 822 | 199.3 60.21 |
## 823 | 199.3 60.21 |
## 824 | 199.3 60.21 |
## 825 | 199.3 60.21 |
## 826 | 199.3 60.21 |
## 827 | 199.3 60.21 |
## 828 | 199.3 60.21 |
## 829 | 199.3 60.21 |
## 830 | 199.3 60.21 |
## 831 | 199.3 60.21 |
## 832 | 199.3 60.21 |
## 833 | 199.3 60.21 |
## 834 | 199.3 60.21 |
## 835 | 199.3 60.21 |
## 836 | 199.3 60.21 |
## 837 | 199.3 60.21 |
## 838 | 199.3 60.21 |
## 839 | 199.3 60.21 |
## 840 | 199.3 60.21 |
## 841 | 199.3 60.21 |
## 842 | 199.3 60.21 |
## 843 | 199.3 60.21 |
## 844 | 199.3 60.21 |
## 845 | 199.3 60.21 |
## 846 | 199.3 60.21 |
## 847 | 199.3 60.21 |
## 848 | 199.3 60.21 |
## 849 | 199.3 60.21 |
## 850 | 199.3 60.21 |
## 851 | 199.3 60.21 |
## 852 | 199.3 60.21 |
## 853 | 199.3 60.21 |
## 854 | 199.3 60.21 |
## 855 | 199.3 60.21 |
## 856 | 199.3 60.21 |
## 857 | 199.3 60.21 |
## 858 | 199.3 60.21 |
## 859 | 199.3 60.21 |
## 860 | 199.3 60.21 |
## 861 | 199.3 60.21 |
## 862 | 199.3 60.21 |
## 863 | 199.3 60.21 |
## 864 | 199.3 60.21 |
## 865 | 199.3 60.21 |
## 866 | 199.3 60.21 |
## 867 | 199.3 60.21 |
## 868 | 199.3 60.21 |
## 869 | 199.3 60.21 |
## 870 | 199.3 60.21 |
## 871 | 199.3 60.21 |
## 872 | 199.3 60.21 |
## 873 | 199.3 60.21 |
## 874 | 199.3 60.21 |
## 875 | 199.3 60.21 |
## 876 | 199.3 60.21 |
## 877 | 199.3 60.21 |
## 878 | 199.3 60.21 |
## 879 | 199.3 60.21 |
## 880 | 199.3 60.21 |
## 881 | 199.3 60.20 |
## 882 | 199.3 60.20 |
## 883 | 199.3 60.20 |
## 884 | 199.3 60.20 |
## 885 | 199.3 60.20 |
## 886 | 199.3 60.20 |
## 887 | 199.3 60.20 |
## 888 | 199.3 60.20 |
## 889 | 199.3 60.20 |
## 890 | 199.3 60.20 |
## 891 | 199.3 60.20 |
## 892 | 199.3 60.20 |
## 893 | 199.3 60.20 |
## 894 | 199.3 60.20 |
## 895 | 199.3 60.20 |
## 896 | 199.3 60.20 |
## 897 | 199.3 60.20 |
## 898 | 199.3 60.20 |
## 899 | 199.3 60.20 |
## 900 | 199.3 60.20 |
## 901 | 199.3 60.20 |
## 902 | 199.3 60.20 |
## 903 | 199.3 60.20 |
## 904 | 199.3 60.20 |
## 905 | 199.3 60.20 |
## 906 | 199.3 60.20 |
## 907 | 199.3 60.20 |
## 908 | 199.3 60.20 |
## 909 | 199.3 60.20 |
## 910 | 199.3 60.20 |
## 911 | 199.3 60.20 |
## 912 | 199.3 60.20 |
## 913 | 199.3 60.20 |
## 914 | 199.3 60.20 |
## 915 | 199.3 60.20 |
## 916 | 199.3 60.20 |
## 917 | 199.3 60.20 |
## 918 | 199.3 60.20 |
## 919 | 199.3 60.20 |
## 920 | 199.3 60.20 |
## 921 | 199.3 60.20 |
## 922 | 199.3 60.20 |
## 923 | 199.3 60.20 |
## 924 | 199.3 60.20 |
## 925 | 199.3 60.20 |
## 926 | 199.3 60.20 |
## 927 | 199.3 60.20 |
## 928 | 199.3 60.20 |
## 929 | 199.3 60.20 |
## 930 | 199.3 60.20 |
## 931 | 199.3 60.20 |
## 932 | 199.3 60.20 |
## 933 | 199.3 60.20 |
## 934 | 199.3 60.20 |
## 935 | 199.3 60.20 |
## 936 | 199.3 60.20 |
## 937 | 199.3 60.20 |
## 938 | 199.3 60.20 |
## 939 | 199.3 60.20 |
## 940 | 199.3 60.20 |
## 941 | 199.3 60.19 |
## 942 | 199.3 60.19 |
## 943 | 199.3 60.19 |
## 944 | 199.3 60.20 |
## 945 | 199.3 60.20 |
## 946 | 199.3 60.20 |
## 947 | 199.3 60.20 |
## 948 | 199.3 60.20 |
## 949 | 199.3 60.20 |
## 950 | 199.3 60.20 |
## 951 | 199.3 60.20 |
## 952 | 199.3 60.20 |
## 953 | 199.3 60.20 |
## 954 | 199.3 60.20 |
## 955 | 199.3 60.19 |
## 956 | 199.3 60.19 |
## 957 | 199.3 60.19 |
## 958 | 199.3 60.20 |
## 959 | 199.3 60.20 |
## 960 | 199.3 60.19 |
## 961 | 199.3 60.19 |
## 962 | 199.3 60.19 |
## 963 | 199.3 60.19 |
## 964 | 199.3 60.19 |
## 965 | 199.3 60.19 |
## 966 | 199.3 60.19 |
## 967 | 199.3 60.19 |
## 968 | 199.3 60.19 |
## 969 | 199.3 60.19 |
## 970 | 199.3 60.19 |
## 971 | 199.3 60.19 |
## 972 | 199.3 60.19 |
## 973 | 199.3 60.19 |
## 974 | 199.3 60.19 |
## 975 | 199.3 60.19 |
## 976 | 199.3 60.19 |
## 977 | 199.3 60.19 |
## 978 | 199.3 60.19 |
## 979 | 199.3 60.19 |
## 980 | 199.3 60.19 |
## 981 | 199.3 60.19 |
## 982 | 199.3 60.19 |
## 983 | 199.3 60.19 |
## 984 | 199.3 60.19 |
## 985 | 199.3 60.19 |
## 986 | 199.3 60.19 |
## 987 | 199.3 60.19 |
## 988 | 199.3 60.19 |
## 989 | 199.3 60.19 |
## 990 | 199.3 60.19 |
## 991 | 199.3 60.19 |
## 992 | 199.3 60.19 |
## 993 | 199.3 60.19 |
## 994 | 199.3 60.19 |
## 995 | 199.3 60.19 |
## 996 | 199.3 60.19 |
## 997 | 199.3 60.19 |
## 998 | 199.3 60.19 |
## 999 | 199.3 60.19 |
## 1000 | 199.3 60.19 |sqrt(pop_RF$mse[length(pop_RF$mse)])## [1] 15.4595sqrt(pop_RF_2$mse[length(pop_RF_2$mse)])## [1] 14.11607as.data.frame(pop_RF_2$predicted)## pop_RF_2$predicted
## 1 29.562636
## 2 41.986970
## 3 36.657178
## 4 37.171954
## 5 17.821990
## 6 34.073954
## 7 26.336143
## 8 43.992757
## 9 46.021827
## 10 40.627561
## 11 26.031230
## 12 30.421872
## 13 50.611717
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## 17 19.694223
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## [ reached 'max' / getOption("max.print") -- omitted 109454 rows ]varImpPlot(pop_RF_2, #<- the randomForest model to use
sort = TRUE, #<- whether to sort variables by decreasing order of importance
n.var = 10, #<- number of variables to display
main = "Important Factors for Identifying Song Popularity",
#cex = 2, #<- size of characters or symbols
bg = "white", #<- background color for the plot
color = "blue", #<- color to use for the points and labels
lcolor = "orange") #<- color to use for the horizontal lines
Once a final model has been selected (hyper-parameters of the model are set), evaluate the model using the test dataset.
pop_test_RF = randomForest(as.numeric(popularity)~., #<- formula, response variable ~ predictors.
# the period means 'use all other variables in the data'.
pop_test, #<- A data frame with variables to be used.
#y = NULL, #<- A response vector. This is unnecessary because we're specifying a response formula.
#subset = NULL, #<- This is unneccessary because we're using all the rows in the training data set.
#xtest = NULL, #<- This is already defined in the formula by the ".".
#ytest = NULL, #<- This is already defined in the formula by "PREGNANT".
ntree = 1000, #<- Number of trees to grow. This should not be set to too small a number, to ensure that every input row gets classified at least a few times.
mtry = 5, #<- Number of variables randomly sampled as candidates at each split. Default number for classification is sqrt(# of variables). Default number for regression is (# of variables / 3).
replace = TRUE, #<- Should sampled data points be replaced.
#classwt = NULL, #<- Priors of the classes. We will work through this later.
#strata = NULL, #<- Not necessary for our purpose here.
sampsize = 10000, #<- Size of sample to draw each time.
nodesize = 5, #<- Minimum numbers of data points in terminal nodes.
#maxnodes = NULL, #<- The "nodesize" argument limits the number of maximum splits.
importance = TRUE, #<- Should importance predictors be assessed?
#localImp = FALSE, #<- Should casewise importance measure be computed? (Setting this to TRUE will override importance.)
proximity = FALSE, #<- Should a proximity measure between rows be calculated?
norm.votes = TRUE, #<- If TRUE (default), the final result of votes are expressed as fractions. If FALSE, raw vote counts are returned (useful for combining results from different runs).
do.trace = TRUE, #<- If set to TRUE, give a more verbose output as randomForest is run.
keep.forest = TRUE, #<- If set to FALSE, the forest will not be retained in the output object. If xtest is given, defaults to FALSE.
keep.inbag = TRUE) ## | Out-of-bag |
## Tree | MSE %Var(y) |
## 1 | 409.1 124.32 |
## 2 | 353.8 107.51 |
## 3 | 315.2 95.77 |
## 4 | 289.3 87.91 |
## 5 | 270.7 82.26 |
## 6 | 257.9 78.36 |
## 7 | 247.8 75.30 |
## 8 | 241.2 73.29 |
## 9 | 236.5 71.86 |
## 10 | 233 70.81 |
## 11 | 229.9 69.86 |
## 12 | 227.4 69.10 |
## 13 | 225.7 68.60 |
## 14 | 224.1 68.11 |
## 15 | 222.8 67.69 |
## 16 | 221.1 67.20 |
## 17 | 219.7 66.77 |
## 18 | 218.7 66.47 |
## 19 | 217.9 66.22 |
## 20 | 217.4 66.06 |
## 21 | 216.7 65.86 |
## 22 | 215.9 65.61 |
## 23 | 215.4 65.46 |
## 24 | 214.9 65.30 |
## 25 | 214.2 65.10 |
## 26 | 213.8 64.98 |
## 27 | 213.6 64.89 |
## 28 | 213.2 64.79 |
## 29 | 212.9 64.71 |
## 30 | 212.8 64.67 |
## 31 | 212.5 64.58 |
## 32 | 212.1 64.45 |
## 33 | 211.8 64.35 |
## 34 | 211.5 64.28 |
## 35 | 211.3 64.21 |
## 36 | 211.1 64.14 |
## 37 | 210.9 64.08 |
## 38 | 210.7 64.03 |
## 39 | 210.3 63.91 |
## 40 | 210.2 63.88 |
## 41 | 210.1 63.86 |
## 42 | 210.1 63.84 |
## 43 | 209.8 63.74 |
## 44 | 209.5 63.67 |
## 45 | 209.3 63.59 |
## 46 | 209.2 63.56 |
## 47 | 209 63.51 |
## 48 | 208.9 63.48 |
## 49 | 208.8 63.46 |
## 50 | 208.6 63.40 |
## 51 | 208.6 63.38 |
## 52 | 208.3 63.30 |
## 53 | 208.2 63.26 |
## 54 | 208 63.22 |
## 55 | 208 63.19 |
## 56 | 207.8 63.14 |
## 57 | 207.7 63.12 |
## 58 | 207.6 63.07 |
## 59 | 207.5 63.05 |
## 60 | 207.4 63.03 |
## 61 | 207.3 62.98 |
## 62 | 207.2 62.97 |
## 63 | 207.1 62.94 |
## 64 | 207 62.91 |
## 65 | 206.9 62.88 |
## 66 | 206.8 62.83 |
## 67 | 206.7 62.81 |
## 68 | 206.6 62.78 |
## 69 | 206.5 62.75 |
## 70 | 206.4 62.72 |
## 71 | 206.4 62.73 |
## 72 | 206.4 62.71 |
## 73 | 206.3 62.69 |
## 74 | 206.2 62.67 |
## 75 | 206.2 62.67 |
## 76 | 206.1 62.64 |
## 77 | 206.1 62.62 |
## 78 | 206 62.61 |
## 79 | 205.9 62.58 |
## 80 | 205.9 62.56 |
## 81 | 205.8 62.55 |
## 82 | 205.8 62.53 |
## 83 | 205.7 62.50 |
## 84 | 205.7 62.49 |
## 85 | 205.6 62.48 |
## 86 | 205.6 62.46 |
## 87 | 205.5 62.45 |
## 88 | 205.4 62.42 |
## 89 | 205.4 62.42 |
## 90 | 205.4 62.43 |
## 91 | 205.4 62.42 |
## 92 | 205.3 62.39 |
## 93 | 205.3 62.38 |
## 94 | 205.2 62.36 |
## 95 | 205.1 62.34 |
## 96 | 205.1 62.32 |
## 97 | 205.1 62.32 |
## 98 | 205 62.31 |
## 99 | 205 62.28 |
## 100 | 204.9 62.28 |
## 101 | 204.9 62.26 |
## 102 | 204.8 62.25 |
## 103 | 204.8 62.24 |
## 104 | 204.8 62.23 |
## 105 | 204.8 62.22 |
## 106 | 204.6 62.19 |
## 107 | 204.6 62.16 |
## 108 | 204.5 62.16 |
## 109 | 204.5 62.14 |
## 110 | 204.4 62.13 |
## 111 | 204.4 62.11 |
## 112 | 204.4 62.11 |
## 113 | 204.3 62.10 |
## 114 | 204.3 62.08 |
## 115 | 204.2 62.06 |
## 116 | 204.2 62.06 |
## 117 | 204.2 62.05 |
## 118 | 204.2 62.04 |
## 119 | 204.1 62.04 |
## 120 | 204.1 62.02 |
## 121 | 204.1 62.02 |
## 122 | 204.1 62.01 |
## 123 | 204.1 62.01 |
## 124 | 204 61.99 |
## 125 | 204 61.99 |
## 126 | 204 61.98 |
## 127 | 203.9 61.97 |
## 128 | 203.9 61.95 |
## 129 | 203.8 61.94 |
## 130 | 203.8 61.93 |
## 131 | 203.8 61.92 |
## 132 | 203.7 61.91 |
## 133 | 203.7 61.91 |
## 134 | 203.7 61.91 |
## 135 | 203.7 61.90 |
## 136 | 203.7 61.89 |
## 137 | 203.6 61.88 |
## 138 | 203.6 61.87 |
## 139 | 203.6 61.87 |
## 140 | 203.5 61.85 |
## 141 | 203.5 61.85 |
## 142 | 203.5 61.85 |
## 143 | 203.5 61.84 |
## 144 | 203.5 61.84 |
## 145 | 203.5 61.84 |
## 146 | 203.5 61.84 |
## 147 | 203.5 61.84 |
## 148 | 203.5 61.83 |
## 149 | 203.5 61.83 |
## 150 | 203.5 61.84 |
## 151 | 203.5 61.83 |
## 152 | 203.5 61.83 |
## 153 | 203.4 61.82 |
## 154 | 203.4 61.82 |
## 155 | 203.4 61.81 |
## 156 | 203.4 61.80 |
## 157 | 203.4 61.80 |
## 158 | 203.4 61.80 |
## 159 | 203.3 61.79 |
## 160 | 203.4 61.79 |
## 161 | 203.3 61.79 |
## 162 | 203.3 61.79 |
## 163 | 203.3 61.79 |
## 164 | 203.3 61.78 |
## 165 | 203.3 61.79 |
## 166 | 203.3 61.78 |
## 167 | 203.3 61.78 |
## 168 | 203.3 61.78 |
## 169 | 203.3 61.78 |
## 170 | 203.3 61.78 |
## 171 | 203.3 61.77 |
## 172 | 203.3 61.77 |
## 173 | 203.3 61.78 |
## 174 | 203.3 61.77 |
## 175 | 203.3 61.77 |
## 176 | 203.3 61.78 |
## 177 | 203.3 61.78 |
## 178 | 203.3 61.78 |
## 179 | 203.3 61.78 |
## 180 | 203.3 61.78 |
## 181 | 203.3 61.78 |
## 182 | 203.3 61.78 |
## 183 | 203.3 61.78 |
## 184 | 203.3 61.77 |
## 185 | 203.2 61.76 |
## 186 | 203.3 61.77 |
## 187 | 203.3 61.77 |
## 188 | 203.3 61.77 |
## 189 | 203.3 61.77 |
## 190 | 203.3 61.77 |
## 191 | 203.3 61.77 |
## 192 | 203.3 61.76 |
## 193 | 203.2 61.76 |
## 194 | 203.2 61.76 |
## 195 | 203.2 61.75 |
## 196 | 203.2 61.76 |
## 197 | 203.2 61.75 |
## 198 | 203.2 61.75 |
## 199 | 203.2 61.75 |
## 200 | 203.2 61.75 |
## 201 | 203.2 61.74 |
## 202 | 203.2 61.74 |
## 203 | 203.2 61.74 |
## 204 | 203.2 61.74 |
## 205 | 203.2 61.74 |
## 206 | 203.2 61.74 |
## 207 | 203.2 61.74 |
## 208 | 203.1 61.73 |
## 209 | 203.1 61.72 |
## 210 | 203.1 61.72 |
## 211 | 203.1 61.71 |
## 212 | 203.1 61.71 |
## 213 | 203.1 61.71 |
## 214 | 203.1 61.71 |
## 215 | 203.1 61.71 |
## 216 | 203.1 61.71 |
## 217 | 203 61.69 |
## 218 | 203 61.70 |
## 219 | 203 61.70 |
## 220 | 203 61.69 |
## 221 | 203 61.69 |
## 222 | 203 61.69 |
## 223 | 203 61.69 |
## 224 | 203 61.68 |
## 225 | 203 61.68 |
## 226 | 203 61.67 |
## 227 | 203 61.68 |
## 228 | 202.9 61.67 |
## 229 | 202.9 61.67 |
## 230 | 203 61.67 |
## 231 | 202.9 61.67 |
## 232 | 202.9 61.66 |
## 233 | 202.9 61.66 |
## 234 | 202.9 61.66 |
## 235 | 202.9 61.66 |
## 236 | 202.9 61.66 |
## 237 | 202.9 61.65 |
## 238 | 202.9 61.65 |
## 239 | 202.9 61.64 |
## 240 | 202.8 61.64 |
## 241 | 202.8 61.64 |
## 242 | 202.8 61.63 |
## 243 | 202.8 61.63 |
## 244 | 202.8 61.64 |
## 245 | 202.8 61.64 |
## 246 | 202.8 61.64 |
## 247 | 202.9 61.65 |
## 248 | 202.9 61.64 |
## 249 | 202.9 61.64 |
## 250 | 202.8 61.64 |
## 251 | 202.9 61.65 |
## 252 | 202.9 61.64 |
## 253 | 202.9 61.64 |
## 254 | 202.8 61.64 |
## 255 | 202.8 61.64 |
## 256 | 202.8 61.64 |
## 257 | 202.8 61.64 |
## 258 | 202.8 61.64 |
## 259 | 202.8 61.64 |
## 260 | 202.9 61.65 |
## 261 | 202.9 61.65 |
## 262 | 202.9 61.65 |
## 263 | 202.9 61.64 |
## 264 | 202.9 61.64 |
## 265 | 202.9 61.65 |
## 266 | 202.9 61.65 |
## 267 | 202.9 61.65 |
## 268 | 202.8 61.64 |
## 269 | 202.8 61.63 |
## 270 | 202.8 61.63 |
## 271 | 202.8 61.63 |
## 272 | 202.8 61.62 |
## 273 | 202.8 61.62 |
## 274 | 202.8 61.62 |
## 275 | 202.8 61.61 |
## 276 | 202.8 61.62 |
## 277 | 202.7 61.61 |
## 278 | 202.7 61.61 |
## 279 | 202.7 61.60 |
## 280 | 202.7 61.60 |
## 281 | 202.7 61.60 |
## 282 | 202.7 61.60 |
## 283 | 202.7 61.60 |
## 284 | 202.7 61.59 |
## 285 | 202.7 61.60 |
## 286 | 202.7 61.59 |
## 287 | 202.7 61.59 |
## 288 | 202.7 61.60 |
## 289 | 202.7 61.60 |
## 290 | 202.7 61.59 |
## 291 | 202.7 61.60 |
## 292 | 202.7 61.60 |
## 293 | 202.7 61.60 |
## 294 | 202.7 61.59 |
## 295 | 202.7 61.59 |
## 296 | 202.7 61.58 |
## 297 | 202.7 61.58 |
## 298 | 202.7 61.58 |
## 299 | 202.6 61.58 |
## 300 | 202.6 61.58 |
## 301 | 202.7 61.58 |
## 302 | 202.6 61.57 |
## 303 | 202.6 61.58 |
## 304 | 202.6 61.58 |
## 305 | 202.6 61.58 |
## 306 | 202.7 61.58 |
## 307 | 202.7 61.58 |
## 308 | 202.6 61.58 |
## 309 | 202.6 61.58 |
## 310 | 202.6 61.58 |
## 311 | 202.7 61.58 |
## 312 | 202.7 61.59 |
## 313 | 202.7 61.59 |
## 314 | 202.7 61.59 |
## 315 | 202.7 61.59 |
## 316 | 202.7 61.58 |
## 317 | 202.7 61.58 |
## 318 | 202.7 61.59 |
## 319 | 202.7 61.59 |
## 320 | 202.6 61.58 |
## 321 | 202.6 61.58 |
## 322 | 202.6 61.58 |
## 323 | 202.7 61.58 |
## 324 | 202.7 61.58 |
## 325 | 202.7 61.58 |
## 326 | 202.7 61.58 |
## 327 | 202.7 61.59 |
## 328 | 202.7 61.58 |
## 329 | 202.6 61.58 |
## 330 | 202.6 61.58 |
## 331 | 202.6 61.58 |
## 332 | 202.6 61.57 |
## 333 | 202.6 61.58 |
## 334 | 202.6 61.58 |
## 335 | 202.6 61.57 |
## 336 | 202.6 61.57 |
## 337 | 202.6 61.57 |
## 338 | 202.6 61.57 |
## 339 | 202.6 61.57 |
## 340 | 202.6 61.57 |
## 341 | 202.6 61.57 |
## 342 | 202.6 61.57 |
## 343 | 202.6 61.57 |
## 344 | 202.6 61.57 |
## 345 | 202.6 61.56 |
## 346 | 202.6 61.56 |
## 347 | 202.6 61.56 |
## 348 | 202.6 61.56 |
## 349 | 202.6 61.56 |
## 350 | 202.6 61.55 |
## 351 | 202.6 61.55 |
## 352 | 202.6 61.55 |
## 353 | 202.6 61.55 |
## 354 | 202.6 61.55 |
## 355 | 202.5 61.55 |
## 356 | 202.5 61.55 |
## 357 | 202.5 61.55 |
## 358 | 202.5 61.55 |
## 359 | 202.5 61.55 |
## 360 | 202.5 61.55 |
## 361 | 202.5 61.55 |
## 362 | 202.5 61.55 |
## 363 | 202.5 61.54 |
## 364 | 202.5 61.54 |
## 365 | 202.5 61.54 |
## 366 | 202.5 61.54 |
## 367 | 202.5 61.53 |
## 368 | 202.5 61.53 |
## 369 | 202.5 61.53 |
## 370 | 202.5 61.53 |
## 371 | 202.5 61.52 |
## 372 | 202.5 61.52 |
## 373 | 202.4 61.52 |
## 374 | 202.4 61.51 |
## 375 | 202.4 61.52 |
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## 379 | 202.4 61.51 |
## 380 | 202.4 61.51 |
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## 386 | 202.4 61.49 |
## 387 | 202.3 61.49 |
## 388 | 202.3 61.48 |
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## 390 | 202.3 61.48 |
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## 393 | 202.3 61.47 |
## 394 | 202.3 61.47 |
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## 406 | 202.3 61.48 |
## 407 | 202.3 61.48 |
## 408 | 202.3 61.48 |
## 409 | 202.3 61.47 |
## 410 | 202.3 61.47 |
## 411 | 202.3 61.48 |
## 412 | 202.3 61.48 |
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## 415 | 202.3 61.48 |
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## 417 | 202.3 61.48 |
## 418 | 202.3 61.48 |
## 419 | 202.3 61.48 |
## 420 | 202.3 61.48 |
## 421 | 202.3 61.48 |
## 422 | 202.3 61.47 |
## 423 | 202.3 61.47 |
## 424 | 202.3 61.47 |
## 425 | 202.3 61.47 |
## 426 | 202.3 61.47 |
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## 430 | 202.3 61.46 |
## 431 | 202.3 61.46 |
## 432 | 202.3 61.46 |
## 433 | 202.3 61.46 |
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## 435 | 202.3 61.46 |
## 436 | 202.3 61.46 |
## 437 | 202.3 61.46 |
## 438 | 202.3 61.46 |
## 439 | 202.2 61.46 |
## 440 | 202.3 61.46 |
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## 445 | 202.2 61.46 |
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## 447 | 202.2 61.45 |
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## 449 | 202.2 61.45 |
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## 451 | 202.2 61.45 |
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## 455 | 202.2 61.44 |
## 456 | 202.2 61.44 |
## 457 | 202.2 61.44 |
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## 461 | 202.2 61.44 |
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## 463 | 202.2 61.44 |
## 464 | 202.2 61.44 |
## 465 | 202.2 61.43 |
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## 467 | 202.2 61.43 |
## 468 | 202.2 61.43 |
## 469 | 202.2 61.43 |
## 470 | 202.1 61.43 |
## 471 | 202.1 61.42 |
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## 473 | 202.1 61.43 |
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## 475 | 202.1 61.43 |
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## 477 | 202.1 61.42 |
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## 480 | 202.1 61.41 |
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## 484 | 202.1 61.41 |
## 485 | 202.1 61.41 |
## 486 | 202.1 61.40 |
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## 491 | 202.1 61.40 |
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## 493 | 202.1 61.40 |
## 494 | 202.1 61.40 |
## 495 | 202.1 61.41 |
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## 500 | 202.1 61.40 |
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## 510 | 202 61.39 |
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## 512 | 202 61.39 |
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## 606 | 202.1 61.40 |
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## 616 | 202.1 61.40 |
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## 618 | 202.1 61.40 |
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## 620 | 202.1 61.40 |
## 621 | 202.1 61.41 |
## 622 | 202.1 61.40 |
## 623 | 202.1 61.40 |
## 624 | 202.1 61.40 |
## 625 | 202 61.40 |
## 626 | 202.1 61.40 |
## 627 | 202 61.39 |
## 628 | 202 61.40 |
## 629 | 202.1 61.40 |
## 630 | 202 61.40 |
## 631 | 202 61.40 |
## 632 | 202 61.40 |
## 633 | 202 61.40 |
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## 636 | 202 61.40 |
## 637 | 202 61.40 |
## 638 | 202 61.40 |
## 639 | 202.1 61.40 |
## 640 | 202.1 61.40 |
## 641 | 202.1 61.40 |
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## 643 | 202.1 61.41 |
## 644 | 202.1 61.41 |
## 645 | 202.1 61.41 |
## 646 | 202.1 61.41 |
## 647 | 202.1 61.41 |
## 648 | 202.1 61.41 |
## 649 | 202.1 61.41 |
## 650 | 202.1 61.41 |
## 651 | 202.1 61.41 |
## 652 | 202.1 61.41 |
## 653 | 202.1 61.41 |
## 654 | 202.1 61.40 |
## 655 | 202.1 61.41 |
## 656 | 202.1 61.41 |
## 657 | 202.1 61.40 |
## 658 | 202.1 61.41 |
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## 660 | 202.1 61.40 |
## 661 | 202.1 61.40 |
## 662 | 202.1 61.40 |
## 663 | 202.1 61.40 |
## 664 | 202.1 61.41 |
## 665 | 202.1 61.40 |
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## 668 | 202.1 61.40 |
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## 768 | 202 61.39 |
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## 780 | 202 61.38 |
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## 791 | 202 61.37 |
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## 800 | 202 61.37 |
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## 804 | 202 61.37 |
## 805 | 201.9 61.37 |
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## 870 | 201.9 61.36 |
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## 878 | 201.9 61.36 |
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## 880 | 201.9 61.36 |
## 881 | 201.9 61.36 |
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## 888 | 201.9 61.35 |
## 889 | 201.9 61.35 |
## 890 | 201.9 61.35 |
## 891 | 201.9 61.35 |
## 892 | 201.9 61.35 |
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## 894 | 201.9 61.35 |
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## 896 | 201.9 61.35 |
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## 898 | 201.9 61.35 |
## 899 | 201.9 61.35 |
## 900 | 201.9 61.35 |
## 901 | 201.9 61.35 |
## 902 | 201.9 61.35 |
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## 904 | 201.9 61.35 |
## 905 | 201.9 61.35 |
## 906 | 201.9 61.34 |
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## 950 | 201.9 61.35 |
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## 956 | 201.9 61.35 |
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## 960 | 201.9 61.35 |
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## 965 | 201.9 61.35 |
## 966 | 201.9 61.35 |
## 967 | 201.9 61.35 |
## 968 | 201.9 61.35 |
## 969 | 201.9 61.35 |
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## 971 | 201.9 61.35 |
## 972 | 201.9 61.35 |
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## 974 | 201.9 61.35 |
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## 978 | 201.9 61.36 |
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## 980 | 201.9 61.36 |
## 981 | 201.9 61.36 |
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## 984 | 201.9 61.36 |
## 985 | 201.9 61.36 |
## 986 | 201.9 61.36 |
## 987 | 201.9 61.36 |
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## 990 | 201.9 61.36 |
## 991 | 201.9 61.36 |
## 992 | 201.9 61.36 |
## 993 | 201.9 61.36 |
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## 996 | 201.9 61.36 |
## 997 | 201.9 61.36 |
## 998 | 201.9 61.36 |
## 999 | 201.9 61.36 |
## 1000 | 201.9 61.36 |pop_test_RF##
## Call:
## randomForest(formula = as.numeric(popularity) ~ ., data = pop_test, ntree = 1000, mtry = 5, replace = TRUE, sampsize = 10000, nodesize = 5, importance = TRUE, proximity = FALSE, norm.votes = TRUE, do.trace = TRUE, keep.forest = TRUE, keep.inbag = TRUE)
## Type of random forest: regression
## Number of trees: 1000
## No. of variables tried at each split: 5
##
## Mean of squared residuals: 201.9207
## % Var explained: 38.64sqrt(pop_test_RF$mse[length(pop_test_RF$mse)])## [1] 14.20988as.data.frame(pop_test_RF$predicted)## pop_test_RF$predicted
## 225246 41.888839
## 218298 35.363979
## 56533 51.472522
## 94880 50.916491
## 145135 43.276299
## 197393 37.335999
## 47172 41.215990
## 198097 29.196251
## 144557 43.493163
## 202 48.614612
## 121794 48.487494
## 10326 51.853051
## 103637 44.428611
## 25000 38.788665
## 116635 50.852761
## 224331 50.184893
## 85425 42.036854
## 15030 55.033876
## 214810 49.559949
## 221500 25.094650
## 29192 31.177736
## 173247 22.691951
## 76104 23.254192
## 140116 56.129895
## 201325 33.052234
## 66460 43.483205
## 19034 43.121414
## 148299 36.852501
## 116064 51.048383
## 143101 40.907879
## 94527 43.645156
## 58624 28.863503
## 191471 31.447548
## 52449 42.743234
## 28533 41.196198
## 93628 53.017332
## 154251 44.477606
## 219513 34.669833
## 135786 52.812191
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## 64560 48.039104
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## 74898 26.180150varImpPlot(pop_test_RF, #<- the randomForest model to use
sort = TRUE, #<- whether to sort variables by decreasing order of importance
n.var = 10, #<- number of variables to display
main = "Important Factors for Identifying Song Popularity",
#cex = 2, #<- size of characters or symbols
bg = "white", #<- background color for the plot
color = "blue", #<- color to use for the points and labels
lcolor = "orange") #<- color to use for the horizontal lines